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	<id>https://hydromodel-sa-wiki.saeon.ac.za/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=Peni+Metho</id>
	<title>Hydromodel SA Wiki - User contributions [en]</title>
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	<updated>2026-05-07T11:07:29Z</updated>
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		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=762</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=762"/>
		<updated>2023-11-29T20:27:33Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Databases */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
* '''Water use Authorisation and Registration Management System (WARMS)'''&lt;br /&gt;
Database storing information for all registered and licensed water uses in South Africa (''search by location''):&lt;br /&gt;
&lt;br /&gt;
Access via email request: WARMSdatarequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''LiDAR datasets''' (''resolution: variable''):  &lt;br /&gt;
Available from independent parties (e.g. power utilities, conservation bodies, municipalities, and private plantations. See Mathieu ''et al''., 2018 - &lt;br /&gt;
https://www.researchgate.net/publication/325733286_A_radar-_and_LiDAR-based_earth_observation_system_for_monitoring_savanna_woody_structure_in_southern_Africa)&lt;br /&gt;
&lt;br /&gt;
* '''USGS''' (''variable datasets, coverage and resolutions'')&lt;br /&gt;
https://earthexplorer.usgs.gov/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* '''250 000 Geological map of South Africa''' &lt;br /&gt;
http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87&lt;br /&gt;
&lt;br /&gt;
* '''Interactive maps from Council of Geoscience''' &lt;br /&gt;
https://maps.geoscience.org.za/portal/apps/sites/#/council-for-geoscience-interactive-web-map-1-1&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''SANBI Vegetation maps'''&lt;br /&gt;
https://www.sanbi.org/resources/infobases/ (https://www.sanbi.org/biodiversity/foundations/national-vegetation-map/&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National land cover maps'''&lt;br /&gt;
https://egis.environment.gov.za/sa_national_land_cover_datasets&lt;br /&gt;
&lt;br /&gt;
* '''CCI Land Cover Map of Africa'''&lt;br /&gt;
https://2016africalandcover20m.esrin.esa.int/&lt;br /&gt;
&lt;br /&gt;
* '''CCI Land Cover Map of Africa'''&lt;br /&gt;
https://2016africalandcover20m.esrin.esa.int/&lt;br /&gt;
&lt;br /&gt;
* '''Land cover map compatible with SWAT in WRC Project: C2019-2020-00089 Report'''&lt;br /&gt;
Search in WRC Knowledge Hub&lt;br /&gt;
&lt;br /&gt;
* '''NDVI and historical vegetation maps'''&lt;br /&gt;
https://climateserv.servirglobal.net/&lt;br /&gt;
&lt;br /&gt;
== Soils ==&lt;br /&gt;
&lt;br /&gt;
* '''Soil Grids Database'''&lt;br /&gt;
https://soilgrids.org/&lt;br /&gt;
* '''FAO'''&lt;br /&gt;
https://www.fao.org/soils-portal/en/&lt;br /&gt;
* '''UKZN Quinary Database'''&lt;br /&gt;
Access via email request and contact details on CWRR website&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=761</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=761"/>
		<updated>2023-11-29T20:27:17Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Databases */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
* '''Water use Authorisation and Registration Management System (WARMS)'''&lt;br /&gt;
Database storing information for all registered and licensed water uses in South Africa (''search by location''):  &lt;br /&gt;
Access via email request: WARMSdatarequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''LiDAR datasets''' (''resolution: variable''):  &lt;br /&gt;
Available from independent parties (e.g. power utilities, conservation bodies, municipalities, and private plantations. See Mathieu ''et al''., 2018 - &lt;br /&gt;
https://www.researchgate.net/publication/325733286_A_radar-_and_LiDAR-based_earth_observation_system_for_monitoring_savanna_woody_structure_in_southern_Africa)&lt;br /&gt;
&lt;br /&gt;
* '''USGS''' (''variable datasets, coverage and resolutions'')&lt;br /&gt;
https://earthexplorer.usgs.gov/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* '''250 000 Geological map of South Africa''' &lt;br /&gt;
http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87&lt;br /&gt;
&lt;br /&gt;
* '''Interactive maps from Council of Geoscience''' &lt;br /&gt;
https://maps.geoscience.org.za/portal/apps/sites/#/council-for-geoscience-interactive-web-map-1-1&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''SANBI Vegetation maps'''&lt;br /&gt;
https://www.sanbi.org/resources/infobases/ (https://www.sanbi.org/biodiversity/foundations/national-vegetation-map/&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National land cover maps'''&lt;br /&gt;
https://egis.environment.gov.za/sa_national_land_cover_datasets&lt;br /&gt;
&lt;br /&gt;
* '''CCI Land Cover Map of Africa'''&lt;br /&gt;
https://2016africalandcover20m.esrin.esa.int/&lt;br /&gt;
&lt;br /&gt;
* '''CCI Land Cover Map of Africa'''&lt;br /&gt;
https://2016africalandcover20m.esrin.esa.int/&lt;br /&gt;
&lt;br /&gt;
* '''Land cover map compatible with SWAT in WRC Project: C2019-2020-00089 Report'''&lt;br /&gt;
Search in WRC Knowledge Hub&lt;br /&gt;
&lt;br /&gt;
* '''NDVI and historical vegetation maps'''&lt;br /&gt;
https://climateserv.servirglobal.net/&lt;br /&gt;
&lt;br /&gt;
== Soils ==&lt;br /&gt;
&lt;br /&gt;
* '''Soil Grids Database'''&lt;br /&gt;
https://soilgrids.org/&lt;br /&gt;
* '''FAO'''&lt;br /&gt;
https://www.fao.org/soils-portal/en/&lt;br /&gt;
* '''UKZN Quinary Database'''&lt;br /&gt;
Access via email request and contact details on CWRR website&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=760</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=760"/>
		<updated>2023-11-29T20:24:51Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''LiDAR datasets''' (''resolution: variable''):  &lt;br /&gt;
Available from independent parties (e.g. power utilities, conservation bodies, municipalities, and private plantations. See Mathieu ''et al''., 2018 - &lt;br /&gt;
https://www.researchgate.net/publication/325733286_A_radar-_and_LiDAR-based_earth_observation_system_for_monitoring_savanna_woody_structure_in_southern_Africa)&lt;br /&gt;
&lt;br /&gt;
* '''USGS''' (''variable datasets, coverage and resolutions'')&lt;br /&gt;
https://earthexplorer.usgs.gov/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* '''250 000 Geological map of South Africa''' &lt;br /&gt;
http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87&lt;br /&gt;
&lt;br /&gt;
* '''Interactive maps from Council of Geoscience''' &lt;br /&gt;
https://maps.geoscience.org.za/portal/apps/sites/#/council-for-geoscience-interactive-web-map-1-1&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''SANBI Vegetation maps'''&lt;br /&gt;
https://www.sanbi.org/resources/infobases/ (https://www.sanbi.org/biodiversity/foundations/national-vegetation-map/&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National land cover maps'''&lt;br /&gt;
https://egis.environment.gov.za/sa_national_land_cover_datasets&lt;br /&gt;
&lt;br /&gt;
* '''CCI Land Cover Map of Africa'''&lt;br /&gt;
https://2016africalandcover20m.esrin.esa.int/&lt;br /&gt;
&lt;br /&gt;
* '''CCI Land Cover Map of Africa'''&lt;br /&gt;
https://2016africalandcover20m.esrin.esa.int/&lt;br /&gt;
&lt;br /&gt;
* '''Land cover map compatible with SWAT in WRC Project: C2019-2020-00089 Report'''&lt;br /&gt;
Search in WRC Knowledge Hub&lt;br /&gt;
&lt;br /&gt;
* '''NDVI and historical vegetation maps'''&lt;br /&gt;
https://climateserv.servirglobal.net/&lt;br /&gt;
&lt;br /&gt;
== Soils ==&lt;br /&gt;
&lt;br /&gt;
* '''Soil Grids Database'''&lt;br /&gt;
https://soilgrids.org/&lt;br /&gt;
* '''FAO'''&lt;br /&gt;
https://www.fao.org/soils-portal/en/&lt;br /&gt;
* '''UKZN Quinary Database'''&lt;br /&gt;
Access via email request and contact details on CWRR website&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=759</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=759"/>
		<updated>2023-11-29T20:22:48Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Land cover maps */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''LiDAR datasets''' (''resolution: variable''):  &lt;br /&gt;
Available from independent parties (e.g. power utilities, conservation bodies, municipalities, and private plantations. See Mathieu ''et al''., 2018 - &lt;br /&gt;
https://www.researchgate.net/publication/325733286_A_radar-_and_LiDAR-based_earth_observation_system_for_monitoring_savanna_woody_structure_in_southern_Africa)&lt;br /&gt;
&lt;br /&gt;
* '''USGS''' (''variable datasets, coverage and resolutions'')&lt;br /&gt;
https://earthexplorer.usgs.gov/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* '''250 000 Geological map of South Africa''' &lt;br /&gt;
http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87&lt;br /&gt;
&lt;br /&gt;
* '''Interactive maps from Council of Geoscience''' &lt;br /&gt;
https://maps.geoscience.org.za/portal/apps/sites/#/council-for-geoscience-interactive-web-map-1-1&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''SANBI Vegetation maps'''&lt;br /&gt;
https://www.sanbi.org/resources/infobases/ (https://www.sanbi.org/biodiversity/foundations/national-vegetation-map/&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National land cover maps'''&lt;br /&gt;
https://egis.environment.gov.za/sa_national_land_cover_datasets&lt;br /&gt;
&lt;br /&gt;
* '''CCI Land Cover Map of Africa'''&lt;br /&gt;
https://2016africalandcover20m.esrin.esa.int/&lt;br /&gt;
&lt;br /&gt;
* '''CCI Land Cover Map of Africa'''&lt;br /&gt;
https://2016africalandcover20m.esrin.esa.int/&lt;br /&gt;
&lt;br /&gt;
* '''Land cover map compatible with SWAT in WRC Project: C2019-2020-00089 Report'''&lt;br /&gt;
Search in WRC Knowledge Hub&lt;br /&gt;
&lt;br /&gt;
* '''NDVI and historical vegetation maps'''&lt;br /&gt;
https://climateserv.servirglobal.net/&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=758</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=758"/>
		<updated>2023-11-29T20:17:08Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Geological maps */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''LiDAR datasets''' (''resolution: variable''):  &lt;br /&gt;
Available from independent parties (e.g. power utilities, conservation bodies, municipalities, and private plantations. See Mathieu ''et al''., 2018 - &lt;br /&gt;
https://www.researchgate.net/publication/325733286_A_radar-_and_LiDAR-based_earth_observation_system_for_monitoring_savanna_woody_structure_in_southern_Africa)&lt;br /&gt;
&lt;br /&gt;
* '''USGS''' (''variable datasets, coverage and resolutions'')&lt;br /&gt;
https://earthexplorer.usgs.gov/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* '''250 000 Geological map of South Africa''' &lt;br /&gt;
http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87&lt;br /&gt;
&lt;br /&gt;
* '''Interactive maps from Council of Geoscience''' &lt;br /&gt;
https://maps.geoscience.org.za/portal/apps/sites/#/council-for-geoscience-interactive-web-map-1-1&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=757</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=757"/>
		<updated>2023-11-29T20:15:17Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Topography */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''LiDAR datasets''' (''resolution: variable''):  &lt;br /&gt;
Available from independent parties (e.g. power utilities, conservation bodies, municipalities, and private plantations. See Mathieu ''et al''., 2018 - &lt;br /&gt;
https://www.researchgate.net/publication/325733286_A_radar-_and_LiDAR-based_earth_observation_system_for_monitoring_savanna_woody_structure_in_southern_Africa)&lt;br /&gt;
&lt;br /&gt;
* '''USGS''' (''variable datasets, coverage and resolutions'')&lt;br /&gt;
https://earthexplorer.usgs.gov/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=756</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=756"/>
		<updated>2023-11-29T20:13:27Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Topography */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''LiDAR datasets''' (''resolution: variable''):  &lt;br /&gt;
Available from independent parties (e.g. power utilities, conservation bodies, municipalities, and private plantations. See Mathieu ''et al''., 2018 - &lt;br /&gt;
https://www.researchgate.net/publication/325733286_A_radar-_and_LiDAR-based_earth_observation_system_for_monitoring_savanna_woody_structure_in_southern_Africa)&lt;br /&gt;
&lt;br /&gt;
* '''USGS''' (''variable datasets, coverage and resolutions'')&lt;br /&gt;
https://earthexplorer.usgs.gov/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=755</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=755"/>
		<updated>2023-11-29T20:13:04Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Topography */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''LiDAR datasets''' (''resolution: variable''):  &lt;br /&gt;
Available from independent parties (e.g. power utilities, conservation bodies, municipalities, and private plantations. See Mathieu ''et al''., 2018 - &lt;br /&gt;
https://www.researchgate.net/publication/325733286_A_radar-_and_LiDAR-based_earth_observation_system_for_monitoring_savanna_woody_structure_in_southern_Africa)&lt;br /&gt;
&lt;br /&gt;
* USGS ((''variable datasets, coverage and resolutions'')&lt;br /&gt;
https://earthexplorer.usgs.gov/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=754</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=754"/>
		<updated>2023-11-29T20:07:14Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Topography */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''Stellenbosch University Digital Elevation Model (SUDEM)''' (''resolution: 5 m''):  &lt;br /&gt;
https://www.geosmart.space/Products/5-m-stellenbosch-university-digital-elevation-model-sudem/&lt;br /&gt;
&lt;br /&gt;
* '''LiDAR datasets''' (''resolution: variable''):  &lt;br /&gt;
Available from independent parties (e.g. power utilities, conservation bodies, municipalities, and private plantations. See Mathieu ''et al''., 2018)&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=753</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=753"/>
		<updated>2023-11-29T19:51:00Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Topography */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* '''ALOS PALSAR – Radiometric Terrain Correction''' (''resolution: 12.5 m''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''Google Earth Terrain''' (''resolution: 30 m, varies by region and data source''):  &lt;br /&gt;
https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
* '''Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM)''' (''resolution: 30 m &amp;amp; 90 m''):  &lt;br /&gt;
Access via USGS Portal, Google Earth Engine or QGIS plugin&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=752</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=752"/>
		<updated>2023-11-29T19:39:19Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Groundwater levels */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=751</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=751"/>
		<updated>2023-11-29T19:39:04Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Groundwater levels */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=750</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=750"/>
		<updated>2023-11-29T19:38:38Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Groundwater levels */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
&lt;br /&gt;
several databases including&lt;br /&gt;
 &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=749</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=749"/>
		<updated>2023-11-29T19:38:18Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Groundwater levels */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
several databases including &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
- '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=748</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=748"/>
		<updated>2023-11-29T19:37:50Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Groundwater levels */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
several databases including &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
* '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
* '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=747</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=747"/>
		<updated>2023-11-29T19:37:03Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Groundwater levels */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
several databases including &lt;br /&gt;
- '''National Groundwater Archive''' (''query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information'')&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- '''Hydrasta''' (''extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004'')&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
* '''Water Management System (WMS)''' (''database storing biannual water quality checks (before and after the rainfall season and routine sampling of macroelements and hydro-chemical analyses results)&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za &lt;br /&gt;
&lt;br /&gt;
* '''National Groundwater Quality Monitoring Programme (NGWQMP)''' (''database storing biannual water quality checks (before and after the rainfall season)&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za or links on https://www.dws.gov.za/Groundwater/NGQMP.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=746</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=746"/>
		<updated>2023-11-29T19:28:15Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Groundwater levels */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
* '''Department of Water and Sanitation'''&lt;br /&gt;
several databases including &lt;br /&gt;
- National Groundwater Archive (query online portal by site name, location or groundwater type to find details of drilling, test pumping, extraction, water levels and water quality among other information)&lt;br /&gt;
https://www.dws.gov.za/NGANet/Security/WebLoginForm.aspx&lt;br /&gt;
&lt;br /&gt;
- Hydrasta (extension of the National Groundwater Archive for data after 2004 for existing groundwater monitoring locations and groundwater activity commissioned after 2004)&lt;br /&gt;
&lt;br /&gt;
Accessed via email request: GeoRequests@dws.gov.za&lt;br /&gt;
&lt;br /&gt;
- Water quality and macro element monitoring&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=580</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=580"/>
		<updated>2023-11-19T17:57:23Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Reservoir data */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
* '''South Africa National Space Agency'''&lt;br /&gt;
&lt;br /&gt;
reservoir attributes and remote-sensing observations  (''search based on absolute location of reservoir''):&lt;br /&gt;
https://www.sansa.org.za/&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=579</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=579"/>
		<updated>2023-11-19T17:52:37Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Reservoir data */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
&lt;br /&gt;
verified hydrology data  (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):&lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=578</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=578"/>
		<updated>2023-11-19T17:48:01Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Streamflow */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=577</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=577"/>
		<updated>2023-11-19T17:37:25Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Databases */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* '''SAEON Data Portal'''&lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
https://catalogue.saeon.ac.za/&lt;br /&gt;
* '''University of Pretoria Modelling Observatory'''&lt;br /&gt;
catchment hydrological information platform&lt;br /&gt;
(''official data available and link yet to be released'')&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=576</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=576"/>
		<updated>2023-11-19T17:35:04Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Streamflow */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* SAEON Data Portal &lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
 https://catalogue.saeon.ac.za/&lt;br /&gt;
* University of Pretoria Modelling Observatory: &lt;br /&gt;
(''official link to be added'')&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service'''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX'''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=575</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=575"/>
		<updated>2023-11-19T17:34:40Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Streamflow */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* SAEON Data Portal &lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
 https://catalogue.saeon.ac.za/&lt;br /&gt;
* University of Pretoria Modelling Observatory: &lt;br /&gt;
(''official link to be added'')&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation&lt;br /&gt;
verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
'''Water Resources of South Africa, 2012 Study (WR2012)'''&lt;br /&gt;
patched observed streamflow, naturalised streamflow and present day streamflow (''search based on network model of South Africa's water management areas and quaternary catchments''):  &lt;br /&gt;
https://waterresourceswr2012.co.za/&lt;br /&gt;
&lt;br /&gt;
* '''Live Stream Gauges Service''&lt;br /&gt;
near real-time measurements of water depth and flow forecasts (''search for stations in network using graphical interface, partial coverage in Southern Arica East and West Africa, no coverage in South Africa''):  &lt;br /&gt;
https://www.arcgis.com/apps/mapviewer/index.html?webmap=658732a227624146ba8322a94bc6ad8c&lt;br /&gt;
&lt;br /&gt;
* '''CatchX''&lt;br /&gt;
global web-based catchment hydrological information platform with river flows at catchment-level as part of water balance information (''search by location''):  &lt;br /&gt;
https://ewgis.org/catchx-global/&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=574</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=574"/>
		<updated>2023-11-19T15:56:58Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Climate */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* SAEON Data Portal &lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
 https://catalogue.saeon.ac.za/&lt;br /&gt;
* University of Pretoria Modelling Observatory: &lt;br /&gt;
(''official link to be added'')&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate Hub'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=573</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=573"/>
		<updated>2023-11-19T15:55:10Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Climate */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* SAEON Data Portal &lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
 https://catalogue.saeon.ac.za/&lt;br /&gt;
* University of Pretoria Modelling Observatory: &lt;br /&gt;
(''official link to be added'')&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
'''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
* '''ARCGIS GIS for Climate HUb'''&lt;br /&gt;
monthly temperature and rainfall data (''search for stations in network using graphical interface''):  &lt;br /&gt;
https://climate-arcgis-content.hub.arcgis.com/datasets/esri::world-historical-climate-monthly-averages-for-ghcn-d-stations-for-1981-2010/explore&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=572</id>
		<title>Data sources</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Data_sources&amp;diff=572"/>
		<updated>2023-11-19T15:47:32Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;big&amp;gt; Do you know of other useful sources of data that should be added to this page? &amp;lt;/big&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If so, please suggest them on the &amp;quot;Discussion&amp;quot; page! (see tab above)&lt;br /&gt;
&lt;br /&gt;
Assistance on posting to Discussion pages can be found [[How to use &amp;quot;Discussion&amp;quot; pages |here]]. &lt;br /&gt;
&lt;br /&gt;
== Databases ==&lt;br /&gt;
&lt;br /&gt;
* SAEON Data Portal &lt;br /&gt;
(''search data portal for several datasets from research and monitoring sites''):&lt;br /&gt;
 https://catalogue.saeon.ac.za/&lt;br /&gt;
* University of Pretoria Modelling Observatory: &lt;br /&gt;
(''official link to be added'')&lt;br /&gt;
&lt;br /&gt;
== Climate ==&lt;br /&gt;
&lt;br /&gt;
* '''South Africa Department of Water &amp;amp; Sanitation'''&lt;br /&gt;
DWS meteorological stations  (''search meteorological stations by drainage regions / primary catchment''):  &lt;br /&gt;
https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
* '''South African Weather Service'''&lt;br /&gt;
rainfall, temperature, wind speed, wind direction, relative humidity and solar radiation (''search for stations located in South Africa, only students can access data for free''): &lt;br /&gt;
https://www.weathersa.co.za/home/equiries_climatedata&lt;br /&gt;
* '''CHIRPS satellite rainfall estimates''' &lt;br /&gt;
gridded-rainfall estimates based on absolute location (''search for rainfall by latitude and longitude'')&lt;br /&gt;
''''website:''' https://www.chc.ucsb.edu/data/chirps &lt;br /&gt;
'''database:''' https://data.chc.ucsb.edu/products/CHIRPS-2.0/&lt;br /&gt;
&lt;br /&gt;
== Streamflow ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search river stations by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Reservoir data ==&lt;br /&gt;
&lt;br /&gt;
* South Africa Department of Water &amp;amp; Sanitation, verified hydrology data (''search reservoirs &amp;amp; components by drainage regions / primary catchment''):  https://www.dws.gov.za/Hydrology/Verified/hymain.aspx&lt;br /&gt;
&lt;br /&gt;
== Groundwater levels ==&lt;br /&gt;
&lt;br /&gt;
* South African Groundwater Data (http://www.dwa.gov.za/Groundwater/)&lt;br /&gt;
&lt;br /&gt;
== Topography ==&lt;br /&gt;
&lt;br /&gt;
* ALOS PALSAR – Radiometric Terrain Correction, https://asf.alaska.edu/data-sets/derived-data-sets/alos-palsar-rtc/alos-palsar-radiometric-terrain-correction/&lt;br /&gt;
&lt;br /&gt;
== Geological maps ==&lt;br /&gt;
&lt;br /&gt;
* 250 000 Geological map of South Africa (http://daffarcgis.nda.agric.za/portal/home/item.html?id=1ed487cf01984ab2a4bca9db7ecd4d87)&lt;br /&gt;
&lt;br /&gt;
== Land cover maps ==&lt;br /&gt;
&lt;br /&gt;
*National landcover&lt;br /&gt;
2020 South African National Landcover Data and the CALC system (https://egis.environment.gov.za/sa_national_land_cover_datasets)&lt;br /&gt;
2014 South African National Land-Cover (http://bgis.sanbi.org/Projects/Detail/44)&lt;br /&gt;
&lt;br /&gt;
*Western Cape&lt;br /&gt;
Provincial: 2013/2014 Western Cape Landcover product (http://bgis.sanbi.org/SpatialDataset/Detail/610)&lt;br /&gt;
Dataset: Rebelo, A., and Holden, P. 2020. Mapping land-use/land-cover in strategic water source areas in the Upper Berg and Breede Catchments (https://drive.google.com/file/d/1g-put7oky4z_poGk9ySlZeHDVZXyyyJx/view)&lt;br /&gt;
Dataset: Holden, P., and Rebelo A. 2019. Mapping Invasive Alien Trees in strategic water source areas in the Berg and Breede Catchments (https://drive.google.com/file/d/1dM7dAnYCUsB3ia8yJT5Ph2iO374_azqI/view)&lt;br /&gt;
&lt;br /&gt;
*KwaZulu-Natal&lt;br /&gt;
Dataset: Rebelo, A.J., S. Gokool, and P. B. Holden 2021. Mapping Invasive Alien Trees and Shrubs in strategic water source areas in the uMngeni Catchment (https://drive.google.com/file/d/1NerUPUdprYvXFcCZKwo1y6FdPBdiHIml/view)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Modelling_tool_documentation&amp;diff=391</id>
		<title>Modelling tool documentation</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Modelling_tool_documentation&amp;diff=391"/>
		<updated>2021-06-08T08:16:32Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* WRSM-Pitman */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;This is the page for you if you are looking for links to websites, manuals and downloads. If you notice that we are missing any manual or key document, please let us know by using the discussion, so that we can keep this page up to date. &lt;br /&gt;
&lt;br /&gt;
== ACRU ==&lt;br /&gt;
&lt;br /&gt;
'''Homepage:''' https://cwrr.ukzn.ac.za/resources/acru/&lt;br /&gt;
&lt;br /&gt;
'''Manuals:''' http://www.beeh.unp.ac.za/acru&lt;br /&gt;
&lt;br /&gt;
'''Support:''' Via email: https://cwrr.ukzn.ac.za/centre-staff/&lt;br /&gt;
&lt;br /&gt;
'''Downloads:''' https://cwrr.ukzn.ac.za/resources/acru/&lt;br /&gt;
&lt;br /&gt;
== WRSM-Pitman ==&lt;br /&gt;
&lt;br /&gt;
'''Homepage:''' https://waterresourceswr2012.co.za/ &lt;br /&gt;
&lt;br /&gt;
'''Manuals:''' User manual: http://wrcwebsite.azurewebsites.net/wp-content/uploads/mdocs/TT%20689-16.pdf; Code manual: http://www.wrc.org.za/wp-content/uploads/mdocs/TT%20691-16.pdf; Theory manual: http://www.wrc.org.za/wp-content/uploads/mdocs/TT%20690-16.pdf&lt;br /&gt;
&lt;br /&gt;
'''Support:''' https://waterresourceswr2012.co.za/contact/ &lt;br /&gt;
&lt;br /&gt;
'''Downloads:''' WRSM software &amp;amp; Water Resources 2012 (WR2012) study data downloads, log-in creation required: https://waterresourceswr2012.co.za/  &lt;br /&gt;
&lt;br /&gt;
== SPATSIM-Pitman ==&lt;br /&gt;
&lt;br /&gt;
'''Homepage:''' https://www.ru.ac.za/iwr/research/software/spatsim/&lt;br /&gt;
&lt;br /&gt;
'''Manuals:''' &lt;br /&gt;
&lt;br /&gt;
'''Support:''' Via email: https://www.ru.ac.za/iwr/contactus/&lt;br /&gt;
&lt;br /&gt;
'''Downloads:''' https://www.ru.ac.za/iwr/research/software/spatsim/&lt;br /&gt;
&lt;br /&gt;
== SWAT ==&lt;br /&gt;
&lt;br /&gt;
'''Homepage:''' https://swat.tamu.edu/&lt;br /&gt;
&lt;br /&gt;
'''Manuals:''' https://swat.tamu.edu/docs/&lt;br /&gt;
&lt;br /&gt;
'''Support:''' SWAT forums &amp;amp; link to contact developers: https://swat.tamu.edu/support/. Each forum is a google group.&lt;br /&gt;
&lt;br /&gt;
'''Downloads:''' https://swat.tamu.edu/software/&lt;br /&gt;
&lt;br /&gt;
== MIKE-SHE ==&lt;br /&gt;
&lt;br /&gt;
'''Homepage:''' https://www.mikepoweredbydhi.com/&lt;br /&gt;
&lt;br /&gt;
'''Manuals:''' General: https://www.mikepoweredbydhi.com/download/product-documentation; MIKE-SHE: https://manuals.mikepoweredbydhi.help/2020/MIKE_SHE.htm&lt;br /&gt;
&lt;br /&gt;
'''Support:''' MIKE support info page (links to the user forum): https://www.mikepoweredbydhi.com/support; User forum index: https://52.136.242.250/; MIKE-SHE specific forum: https://52.136.242.250/index.php/board,33.0.html&lt;br /&gt;
&lt;br /&gt;
'''Downloads:''' https://www.mikepoweredbydhi.com/download/mike-2021&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Documentation_%26_support_across_tools&amp;diff=390</id>
		<title>Documentation &amp; support across tools</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Documentation_%26_support_across_tools&amp;diff=390"/>
		<updated>2021-06-08T08:12:46Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* User ratings across tools */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;On this page we provide a table that compares the usability of these models (in terms of ease of use of the interface, the documentation and the support) based on user ratings. Finally, we include a link that you can go to if you have a burning hydrological modelling question, but no way to answer it.&lt;br /&gt;
&lt;br /&gt;
== User ratings across tools ==&lt;br /&gt;
&lt;br /&gt;
In 2021, we surveyed the South African hydrological modelling community to ask them about their modelling background and level, which tools they used, and what their perceptions about these tools were. Specifically we asked them to rate the ease-of-use of the user interface, the ease-of-use of the documentation as well as the support of each modelling tool on a scale of 1-5, 1 being poor, 3 being satisfactory, and 5 being excellent. On 31 May 2021 we had 45 responses, and we summarised results here for any modelling tools that were reviewed by more than two people (i.e. sample size greater than 2). If you are choosing a modelling tool for your project, perhaps this table, as well as those on capabilities and specific use cases, would help you make a decision on which to select. &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+&amp;lt;span id = &amp;quot;Table XX Anchor&amp;quot;&amp;gt; &amp;lt;big&amp;gt;USER RATINGS OF MODELLING TOOLS&amp;lt;/big&amp;gt;&amp;lt;/span&amp;gt;&lt;br /&gt;
! Modelling tool !! |Interface !! |Documentation !! |Support !! |Sample Size &lt;br /&gt;
|-&lt;br /&gt;
|style='background: #F5FFF5' | 	ACRU&lt;br /&gt;
|style='background: #F5FFF5' | 3.4&lt;br /&gt;
|style='background: #F5FFF5' |3.6&lt;br /&gt;
|style='background: #F5FFF5' |3.9&lt;br /&gt;
|style='background: #F5FFF5' |19&lt;br /&gt;
|-&lt;br /&gt;
|style='background: #FFF5FA' | WRSM-Pitman&lt;br /&gt;
|style='background: #FFF5FA' | 3.6&lt;br /&gt;
|style='background: #FFF5FA' |3.5&lt;br /&gt;
|style='background: #FFF5FA' |3.5&lt;br /&gt;
|style='background: #FFF5FA' |14&lt;br /&gt;
|-&lt;br /&gt;
|style='background: #FFF7F5' | SPATSIM-Pitman&lt;br /&gt;
|style='background: #FFF7F5' | 3.3&lt;br /&gt;
|style='background: #FFF7F5' |3.3&lt;br /&gt;
|style='background: #FFF7F5' |3.5&lt;br /&gt;
|style='background: #FFF7F5' |11&lt;br /&gt;
|-&lt;br /&gt;
|style='background: #FFFFF5' | SWAT&lt;br /&gt;
|style='background: #FFFFF5' | 3.6&lt;br /&gt;
|style='background: #FFFFF5' |3.9&lt;br /&gt;
|style='background: #FFFFF5' |3.8&lt;br /&gt;
|style='background: #FFFFF5' |9&lt;br /&gt;
|-&lt;br /&gt;
|style='background: #F5FCFF' | MIKE-SHE&lt;br /&gt;
|style='background: #F5FCFF' | 3.0&lt;br /&gt;
|style='background: #F5FCFF' |2.1&lt;br /&gt;
|style='background: #F5FCFF' |2.3&lt;br /&gt;
|style='background: #F5FCFF' |7&lt;br /&gt;
|-&lt;br /&gt;
|WEAP&lt;br /&gt;
|3.4&lt;br /&gt;
|3.9&lt;br /&gt;
|4.0&lt;br /&gt;
|7&lt;br /&gt;
|-&lt;br /&gt;
|SCS-SA&lt;br /&gt;
|3.5&lt;br /&gt;
|3.7&lt;br /&gt;
|3.4&lt;br /&gt;
|4&lt;br /&gt;
|-&lt;br /&gt;
|WRYM&lt;br /&gt;
|3.7&lt;br /&gt;
|4.0&lt;br /&gt;
|4.0&lt;br /&gt;
|3&lt;br /&gt;
|-&lt;br /&gt;
|HYDRUS&lt;br /&gt;
|1.5&lt;br /&gt;
|2.5&lt;br /&gt;
|2.5&lt;br /&gt;
|2&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
Are you a South African hydrological modeler? Would you like to have your say? Feel free to participate in our survey [https://forms.gle/PtS2EffK413r2hjRA here]. We will update this page from time to time to reflect new data.&lt;br /&gt;
&lt;br /&gt;
== How to get help for your modelling question? ==&lt;br /&gt;
&lt;br /&gt;
Lets try to get stack exchange going for the South African (or even global!) hydrological community. If you have a question about any of these modelling tools, please add them to stack overflow on site “earth science”, using the following tags: “hydrology” and “models”. If you find the answer elsewhere you are allowed to answer your own question. This would create a track record for others after you who may have the same questions. Click [https://earthscience.stackexchange.com/ here] to visit the Earth Science stack exchange site.&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=389</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=389"/>
		<updated>2021-06-08T08:11:53Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Interactions controlling the wetland’s access to water */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with data from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project (''see'' [[Scope: what’s covered (and not!) in this wiki|Wiki scope: Modelling software tools &amp;amp; versions covered]] for a list of the modelling tools) have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;.  &lt;br /&gt;
&lt;br /&gt;
Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. &lt;br /&gt;
&lt;br /&gt;
As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. A summary of the wetland type preferences is presented below. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
The following table describes these wetland storage differences in the modelling tools compared. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to.   &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1a-e'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration.  &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland water balances in each modelling tool&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2CEE0;&amp;quot; |'''WRSM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |[[File:Img updated WB wrsm-pitman.jpg|center|thumb|900x900px|Figure 1a]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2D4CE;&amp;quot; |'''SPATSIM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF7F5;&amp;quot; |[[File:Img updated WB SPATSIM-pitman.jpg|thumb|900x900px|Figure 1b|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEF2CE;&amp;quot; |'''ACRU'''&lt;br /&gt;
| style=&amp;quot;background:#F5FFF5;&amp;quot; |[[File:Img updated WB acru.jpg|center|thumb|900x900px|Figure 1c]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2F2CE;&amp;quot; |'''SWAT'''&lt;br /&gt;
| style=&amp;quot;background:#FFFFF5;&amp;quot; |[[File:Img updated WB swat.jpg|thumb|900x900px|Figure 1d|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEE6F2;&amp;quot; |'''MIKE-SHE'''&lt;br /&gt;
| style=&amp;quot;background:#F5F8FF;&amp;quot; |[[File:Img updated WB mike-she.jpg|thumb|900x900px|Figure 1e|alt=|center]]&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure 2. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 2 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 3 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure 3. Wetland-groundwater water flow pathways (Metho, 2021)]] &lt;br /&gt;
&lt;br /&gt;
Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. The movement of water between water resources in the catchment and the wetland is tabulated in '''the main source of water and interactions of the wetland in the modelling tools'''. &lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''('''''see'' riparian zones in [[applying tools in specific use cases]]''')'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, &amp;quot;A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts&amp;quot; MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(''see'' [[Model inter-comparison study (2020-21)]])'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. https://doi.org/10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Applying_tools_in_specific_use_cases&amp;diff=388</id>
		<title>Applying tools in specific use cases</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Applying_tools_in_specific_use_cases&amp;diff=388"/>
		<updated>2021-06-08T08:06:09Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Suggestions relevant to applying different tools to specific use cases - can make separate pages for each and link them to a list here if there is sufficient material&lt;br /&gt;
&lt;br /&gt;
=== '''- IAP &amp;amp; afforestation''' ===&lt;br /&gt;
&lt;br /&gt;
=== '''- Riparian zones''' ===&lt;br /&gt;
&lt;br /&gt;
=== '''- Wetlands''' ===&lt;br /&gt;
The definition of wetland representation and an outline of the fundamental wetland descriptions which differentiate wetlands in modelling tools is presented in the '''[[wetlands]]''' page.&lt;br /&gt;
&lt;br /&gt;
=== '''- Irrigation''' ===&lt;br /&gt;
This section provides a summary of how the various tools represent irrigation from different sources. A detailed description of irrigation representation is found [[Irrigation|here.]]&lt;br /&gt;
&lt;br /&gt;
==== '''Irrigation from groundwater''' ====&lt;br /&gt;
● Pitman tools &amp;amp; ACRU: Do not include irrigation from groundwater. ACRU does not include any groundwater withdrawal. Work-arounds in the Pitman tools do not allow for dynamic curtailment of irrigation when groundwater supplies are low.&lt;br /&gt;
&lt;br /&gt;
==== '''Irrigation from reservoirs''' ====&lt;br /&gt;
● MIKE-SHE appears not to include irrigation from storage reservoirs, only runoff river and groundwater&lt;br /&gt;
&lt;br /&gt;
==== '''Irrigation from multiple sources''' ====&lt;br /&gt;
● Pitman tools, ACRU, &amp;amp; SWAT only allow an irrigated area to be irrigated from one source, while MIKE-SHE allows multiple sources to be drawn upon in sequence to meet demands.&lt;br /&gt;
&lt;br /&gt;
=== '''- Small farm dams''' ===&lt;br /&gt;
&lt;br /&gt;
=== '''- Groundwater pumping''' ===&lt;br /&gt;
DEMO TABLE TEMPLATE TESTING&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+&amp;lt;span id = &amp;quot;Table 1 Anchor&amp;quot;&amp;gt; &amp;lt;big&amp;gt;TEMPLATE TABLE&amp;lt;/big&amp;gt;&amp;lt;/span&amp;gt;&lt;br /&gt;
! Characteristic !! style='background: #F2CEE0' | WRSM-Pitman !! style='background: #F2D4CE' |SPATSIM-Pitman !! style='background: #CEF2CE' |ACRU !! style='background: #F2F2CE' |SWAT !! style='background: #CEE6F2' |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
|&lt;br /&gt;
|style='background: #FFF5FA' |&lt;br /&gt;
|style='background: #FFF7F5' |&lt;br /&gt;
|style='background: #F5FFF5' |&lt;br /&gt;
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|-&lt;br /&gt;
|&lt;br /&gt;
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|-&lt;br /&gt;
|&lt;br /&gt;
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| style=&amp;quot;background: #FFF5FA&amp;quot; | &lt;br /&gt;
| style=&amp;quot;background: #FFF7F5&amp;quot; | &lt;br /&gt;
| style=&amp;quot;background: #F5FFF5&amp;quot; | &lt;br /&gt;
| style=&amp;quot;background: #FFFFF5&amp;quot; | &lt;br /&gt;
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|-&lt;br /&gt;
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|}&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=360</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=360"/>
		<updated>2021-06-07T14:23:48Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with data from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project (''see'' [[Scope: what’s covered (and not!) in this wiki|Wiki scope: Modelling software tools &amp;amp; versions covered]] for a list of the modelling tools) have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;.  &lt;br /&gt;
&lt;br /&gt;
Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. &lt;br /&gt;
&lt;br /&gt;
As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. A summary of the wetland type preferences is presented below. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
The following table describes these wetland storage differences in the modelling tools compared. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to.   &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1a-e'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration.  &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland water balances in each modelling tool&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2CEE0;&amp;quot; |'''WRSM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |[[File:Img updated WB wrsm-pitman.jpg|center|thumb|900x900px|Figure 1a]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2D4CE;&amp;quot; |'''SPATSIM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF7F5;&amp;quot; |[[File:Img updated WB SPATSIM-pitman.jpg|thumb|900x900px|Figure 1b|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEF2CE;&amp;quot; |'''ACRU'''&lt;br /&gt;
| style=&amp;quot;background:#F5FFF5;&amp;quot; |[[File:Img updated WB acru.jpg|center|thumb|900x900px|Figure 1c]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2F2CE;&amp;quot; |'''SWAT'''&lt;br /&gt;
| style=&amp;quot;background:#FFFFF5;&amp;quot; |[[File:Img updated WB swat.jpg|thumb|900x900px|Figure 1d|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEE6F2;&amp;quot; |'''MIKE-SHE'''&lt;br /&gt;
| style=&amp;quot;background:#F5F8FF;&amp;quot; |[[File:Img updated WB mike-she.jpg|thumb|900x900px|Figure 1e|alt=|center]]&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure 2. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 2 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 3 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure 3. Wetland-groundwater water flow pathways (Metho, 2021)]] &lt;br /&gt;
&lt;br /&gt;
Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. The movement of water between water resources in the catchment and the wetland is tabulated in '''the main source of water and interactions of the wetland in the modelling tools'''. &lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, &amp;quot;A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts&amp;quot; MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(''see'' [[Model inter-comparison study (2020-21)]])'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. https://doi.org/10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=359</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=359"/>
		<updated>2021-06-07T14:20:26Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with data from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project (''see'' [[Scope: what’s covered (and not!) in this wiki|Wiki scope: Modelling software tools &amp;amp; versions covered]] for a list of the modelling tools) have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;.  &lt;br /&gt;
&lt;br /&gt;
Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. &lt;br /&gt;
&lt;br /&gt;
As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. A summary of the wetland type preferences is presented below. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
The following table describes these wetland storage differences in the modelling tools compared. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to.   &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1a-e'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration.  &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland water balances in each modelling tool&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2CEE0;&amp;quot; |'''WRSM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |[[File:Img updated WB wrsm-pitman.jpg|center|thumb|900x900px|Figure 1a]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2D4CE;&amp;quot; |'''SPATSIM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF7F5;&amp;quot; |[[File:Img updated WB SPATSIM-pitman.jpg|thumb|900x900px|Figure 1b|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEF2CE;&amp;quot; |'''ACRU'''&lt;br /&gt;
| style=&amp;quot;background:#F5FFF5;&amp;quot; |[[File:Img updated WB acru.jpg|center|thumb|900x900px|Figure 1c]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2F2CE;&amp;quot; |'''SWAT'''&lt;br /&gt;
| style=&amp;quot;background:#FFFFF5;&amp;quot; |[[File:Img updated WB swat.jpg|thumb|900x900px|Figure 1d|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEE6F2;&amp;quot; |'''MIKE-SHE'''&lt;br /&gt;
| style=&amp;quot;background:#F5F8FF;&amp;quot; |[[File:Img updated WB mike-she.jpg|thumb|900x900px|Figure 1e|alt=|center]]&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure 2. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 2 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 3 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure 3. Wetland-groundwater water flow pathways (Metho, 2021)]] &lt;br /&gt;
&lt;br /&gt;
Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. The movement of water between water resources in the catchment and the wetland is tabulated in '''the main source of water and interactions of the wetland in the modelling tools'''. &lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, &amp;quot;A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts&amp;quot; MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(''see'' [[Model inter-comparison study (2020-21)]])'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=357</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=357"/>
		<updated>2021-06-07T14:19:48Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with information from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project (''see'' [[Scope: what’s covered (and not!) in this wiki|Wiki scope: Modelling software tools &amp;amp; versions covered]] for a list of the modelling tools) have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;.  &lt;br /&gt;
&lt;br /&gt;
Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. &lt;br /&gt;
&lt;br /&gt;
As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. A summary of the wetland type preferences is presented below. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
The following table describes these wetland storage differences in the modelling tools compared. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to.   &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1a-e'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration.  &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland water balances in each modelling tool&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2CEE0;&amp;quot; |'''WRSM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |[[File:Img updated WB wrsm-pitman.jpg|center|thumb|900x900px|Figure 1a]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2D4CE;&amp;quot; |'''SPATSIM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF7F5;&amp;quot; |[[File:Img updated WB SPATSIM-pitman.jpg|thumb|900x900px|Figure 1b|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEF2CE;&amp;quot; |'''ACRU'''&lt;br /&gt;
| style=&amp;quot;background:#F5FFF5;&amp;quot; |[[File:Img updated WB acru.jpg|center|thumb|900x900px|Figure 1c]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2F2CE;&amp;quot; |'''SWAT'''&lt;br /&gt;
| style=&amp;quot;background:#FFFFF5;&amp;quot; |[[File:Img updated WB swat.jpg|thumb|900x900px|Figure 1d|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEE6F2;&amp;quot; |'''MIKE-SHE'''&lt;br /&gt;
| style=&amp;quot;background:#F5F8FF;&amp;quot; |[[File:Img updated WB mike-she.jpg|thumb|900x900px|Figure 1e|alt=|center]]&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure 2. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 2 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 3 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure 3. Wetland-groundwater water flow pathways (Metho, 2021)]] &lt;br /&gt;
&lt;br /&gt;
Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. The movement of water between water resources in the catchment and the wetland is tabulated in '''the main source of water and interactions of the wetland in the modelling tools'''. &lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, &amp;quot;A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts&amp;quot; MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(''see'' [[Model inter-comparison study (2020-21)]])'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=354</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=354"/>
		<updated>2021-06-07T14:17:06Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with information from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project (''see'' [[Scope: what’s covered (and not!) in this wiki|Wiki scope: Modelling software tools &amp;amp; versions covered]] for a list of the modelling tools) have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;.  &lt;br /&gt;
&lt;br /&gt;
Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. &lt;br /&gt;
&lt;br /&gt;
As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. A summary of the wetland type preferences is presented below. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
The following table describes these wetland storage differences in the modelling tools compared. &lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to.   &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1a-e'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration.  &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland water balances in each modelling tool&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2CEE0;&amp;quot; |'''WRSM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |[[File:Img updated WB wrsm-pitman.jpg|center|thumb|900x900px|Figure 1a]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2D4CE;&amp;quot; |'''SPATSIM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF7F5;&amp;quot; |[[File:Img updated WB SPATSIM-pitman.jpg|thumb|900x900px|Figure 1b|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEF2CE;&amp;quot; |'''ACRU'''&lt;br /&gt;
| style=&amp;quot;background:#F5FFF5;&amp;quot; |[[File:Img updated WB acru.jpg|center|thumb|900x900px|Figure 1c]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2F2CE;&amp;quot; |'''SWAT'''&lt;br /&gt;
| style=&amp;quot;background:#FFFFF5;&amp;quot; |[[File:Img updated WB swat.jpg|thumb|900x900px|Figure 1d|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEE6F2;&amp;quot; |'''MIKE-SHE'''&lt;br /&gt;
| style=&amp;quot;background:#F5F8FF;&amp;quot; |[[File:Img updated WB mike-she.jpg|thumb|900x900px|Figure 1e|alt=|center]]&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure 2. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 2 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 3 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure 3. Wetland-groundwater water flow pathways (Metho, 2021)]] &lt;br /&gt;
&lt;br /&gt;
Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. The movement of water between water resources in the catchment and the wetland is tabulated in '''the main source of water and interactions of the wetland in the modelling tools'''. &lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts, MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(add link to project background page)'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=349</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=349"/>
		<updated>2021-06-07T13:52:13Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with information from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project (''see'' [[Scope: what’s covered (and not!) in this wiki|Wiki scope: Modelling software tools &amp;amp; versions covered]] for a list of the modelling tools) have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. A summary of the wetland type preferences is presented in Table 1. &lt;br /&gt;
&lt;br /&gt;
In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;.  &lt;br /&gt;
&lt;br /&gt;
Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. &lt;br /&gt;
&lt;br /&gt;
As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. &lt;br /&gt;
&lt;br /&gt;
Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 1. Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 2. Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to. &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1a-e'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration.  &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland water balances in each modelling tool&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2CEE0;&amp;quot; |'''WRSM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |[[File:Img updated WB wrsm-pitman.jpg|center|thumb|900x900px|Figure 1a]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2D4CE;&amp;quot; |'''SPATSIM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF7F5;&amp;quot; |[[File:Img updated WB SPATSIM-pitman.jpg|thumb|900x900px|Figure 1b|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEF2CE;&amp;quot; |'''ACRU'''&lt;br /&gt;
| style=&amp;quot;background:#F5FFF5;&amp;quot; |[[File:Img updated WB acru.jpg|center|thumb|900x900px|Figure 1c]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2F2CE;&amp;quot; |'''SWAT'''&lt;br /&gt;
| style=&amp;quot;background:#FFFFF5;&amp;quot; |[[File:Img updated WB swat.jpg|thumb|900x900px|Figure 1d|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEE6F2;&amp;quot; |'''MIKE-SHE'''&lt;br /&gt;
| style=&amp;quot;background:#F5F8FF;&amp;quot; |[[File:Img updated WB mike-she.jpg|thumb|900x900px|Figure 1e|alt=|center]]&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure 2. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 2 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 3 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure 3. Wetland-groundwater water flow pathways (Metho, 2021)]]&lt;br /&gt;
&lt;br /&gt;
Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. The movement of water between water resources in the catchment and the wetland is presented in Table 3. &lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 3. The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts, MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(add link to project background page)'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Applying_tools_in_specific_use_cases&amp;diff=348</id>
		<title>Applying tools in specific use cases</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Applying_tools_in_specific_use_cases&amp;diff=348"/>
		<updated>2021-06-07T13:45:38Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* - Wetlands */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Suggestions relevant to applying different tools to specific use cases - can make separate pages for each and link them to a list here if there is sufficient material&lt;br /&gt;
&lt;br /&gt;
=== '''- IAP &amp;amp; afforestation''' ===&lt;br /&gt;
&lt;br /&gt;
=== '''- Riparian zones''' ===&lt;br /&gt;
&lt;br /&gt;
=== '''- Wetlands''' ===&lt;br /&gt;
The definition of wetland representation and an outline of the fundamental wetland descriptions which differentiate wetlands in modelling tools is presented in the '''[[Wetlands]]''' page.&lt;br /&gt;
&lt;br /&gt;
=== '''- Irrigation''' ===&lt;br /&gt;
This section provides a summary of how the various tools represent irrigation from different sources. A detailed description of irrigation representation is found [[Irrigation|here.]]&lt;br /&gt;
&lt;br /&gt;
==== '''Irrigation from groundwater''' ====&lt;br /&gt;
● Pitman tools &amp;amp; ACRU: Do not include irrigation from groundwater. ACRU does not include any groundwater withdrawal. Work-arounds in the Pitman tools do not allow for dynamic curtailment of irrigation when groundwater supplies are low.&lt;br /&gt;
&lt;br /&gt;
==== '''Irrigation from reservoirs''' ====&lt;br /&gt;
● MIKE-SHE appears not to include irrigation from storage reservoirs, only runoff river and groundwater&lt;br /&gt;
&lt;br /&gt;
==== '''Irrigation from multiple sources''' ====&lt;br /&gt;
● Pitman tools, ACRU, &amp;amp; SWAT only allow an irrigated area to be irrigated from one source, while MIKE-SHE allows multiple sources to be drawn upon in sequence to meet demands.&lt;br /&gt;
&lt;br /&gt;
=== '''- Small farm dams''' ===&lt;br /&gt;
&lt;br /&gt;
=== '''- Groundwater pumping''' ===&lt;br /&gt;
DEMO TABLE TEMPLATE TESTING&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+&amp;lt;span id = &amp;quot;Table 1 Anchor&amp;quot;&amp;gt; &amp;lt;big&amp;gt;TEMPLATE TABLE&amp;lt;/big&amp;gt;&amp;lt;/span&amp;gt;&lt;br /&gt;
! Characteristic !! style='background: #F2CEE0' | WRSM-Pitman !! style='background: #F2D4CE' |SPATSIM-Pitman !! style='background: #CEF2CE' |ACRU !! style='background: #F2F2CE' |SWAT !! style='background: #CEE6F2' |MIKE-SHE&lt;br /&gt;
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|}&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=347</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=347"/>
		<updated>2021-06-07T13:38:21Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with information from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project '''(link to page listing models reviewed and the ICS page)''' have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. A summary of the wetland type preferences is presented in Table 1. &lt;br /&gt;
&lt;br /&gt;
In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;.  &lt;br /&gt;
&lt;br /&gt;
Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. &lt;br /&gt;
&lt;br /&gt;
As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. &lt;br /&gt;
&lt;br /&gt;
Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 1. Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 2. Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to. &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1a-e'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration.  &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland water balances in each modelling tool&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2CEE0;&amp;quot; |'''WRSM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |[[File:Img updated WB wrsm-pitman.jpg|center|thumb|900x900px|Figure 1a]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2D4CE;&amp;quot; |'''SPATSIM-Pitman'''&lt;br /&gt;
| style=&amp;quot;background:#FFF7F5;&amp;quot; |[[File:Img updated WB SPATSIM-pitman.jpg|thumb|900x900px|Figure 1b|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEF2CE;&amp;quot; |'''ACRU'''&lt;br /&gt;
| style=&amp;quot;background:#F5FFF5;&amp;quot; |[[File:Img updated WB acru.jpg|center|thumb|900x900px|Figure 1c]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2F2CE;&amp;quot; |'''SWAT'''&lt;br /&gt;
| style=&amp;quot;background:#FFFFF5;&amp;quot; |[[File:Img updated WB swat.jpg|thumb|900x900px|Figure 1d|alt=|center]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEE6F2;&amp;quot; |'''MIKE-SHE'''&lt;br /&gt;
| style=&amp;quot;background:#F5F8FF;&amp;quot; |[[File:Img updated WB mike-she.jpg|thumb|900x900px|Figure 1e|alt=|center]]&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure x. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 3 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 4 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure x. Wetland-groundwater water flow pathways (Metho, 2021)]]&lt;br /&gt;
&lt;br /&gt;
The movement of water between water resources in the catchment and the wetland is presented in Table 3. Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 3. The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts, MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(add link to project background page)'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=346</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=346"/>
		<updated>2021-06-07T13:33:30Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: /* Wetland storage and water balance concept */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with information from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project '''(link to page listing models reviewed and the ICS page)''' have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. A summary of the wetland type preferences is presented in Table 1. &lt;br /&gt;
&lt;br /&gt;
In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;. Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 1. Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 2. Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to. &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration.  &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland water balances in each modelling tool&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
|style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman&lt;br /&gt;
|style=&amp;quot;background:#FFF5FA;&amp;quot; |[[File:Img updated WB wrsm-pitman.jpg|center|thumb|900x900px|Figure 1a]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman&lt;br /&gt;
|style=&amp;quot;background:#FFF7F5;&amp;quot; |[[File:Img updated WB SPATSIM-pitman.jpg|thumb|900x900px|Figure 1b]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU&lt;br /&gt;
|style=&amp;quot;background:#F5FFF5;&amp;quot; |[[File:Img updated WB acru.jpg|center|thumb|900x900px|Figure 1c]]&lt;br /&gt;
|-&lt;br /&gt;
| style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT&lt;br /&gt;
|style=&amp;quot;background:#FFFFF5;&amp;quot; |[[File:Img updated WB swat.jpg|thumb|900x900px|Figure 1d]]&lt;br /&gt;
|-&lt;br /&gt;
|style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
| style=&amp;quot;background:#F5F8FF;&amp;quot; |[[File:Img updated WB mike-she.jpg|thumb|900x900px|Figure 1e]]&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
'''(Insert water balance diagrams)'''&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure x. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 3 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 4 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure x. Wetland-groundwater water flow pathways (Metho, 2021)]]&lt;br /&gt;
&lt;br /&gt;
The movement of water between water resources in the catchment and the wetland is presented in Table 3. Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 3. The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts, MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(add link to project background page)'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=345</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=345"/>
		<updated>2021-06-07T13:28:37Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with information from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project '''(link to page listing models reviewed and the ICS page)''' have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. A summary of the wetland type preferences is presented in Table 1. &lt;br /&gt;
&lt;br /&gt;
In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;. Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 1. Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 2. Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to. &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration.  &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Wetland water balances in each modelling tool&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
|WRSM-Pitman&lt;br /&gt;
|[[File:Img updated WB wrsm-pitman.jpg|center|thumb|900x900px|Figure 1a]]&lt;br /&gt;
|-&lt;br /&gt;
|SPATSIM-Pitman&lt;br /&gt;
|[[File:Img updated WB SPATSIM-pitman.jpg|thumb|900x900px|Figure 1b]]&lt;br /&gt;
|-&lt;br /&gt;
|ACRU&lt;br /&gt;
|[[File:Img updated WB acru.jpg|center|thumb|900x900px|Figure 1c]]&lt;br /&gt;
|-&lt;br /&gt;
|SWAT&lt;br /&gt;
|[[File:Img updated WB swat.jpg|thumb|900x900px|Figure 1d]]&lt;br /&gt;
|-&lt;br /&gt;
|MIKE-SHE&lt;br /&gt;
|[[File:Img updated WB mike-she.jpg|thumb|900x900px|Figure 1e]]&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
'''(Insert water balance diagrams)'''&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure x. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 3 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 4 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure x. Wetland-groundwater water flow pathways (Metho, 2021)]]&lt;br /&gt;
&lt;br /&gt;
The movement of water between water resources in the catchment and the wetland is presented in Table 3. Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 3. The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts, MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(add link to project background page)'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
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		<updated>2021-06-07T13:26:02Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
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		<updated>2021-06-07T13:24:33Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
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		<author><name>Peni Metho</name></author>
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		<title>File:Img updated WB acru.jpg</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=File:Img_updated_WB_acru.jpg&amp;diff=341"/>
		<updated>2021-06-07T13:23:26Z</updated>

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		<author><name>Peni Metho</name></author>
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	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=339</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=339"/>
		<updated>2021-06-07T13:17:42Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
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== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with information from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project '''(link to page listing models reviewed and the ICS page)''' have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. A summary of the wetland type preferences is presented in Table 1. &lt;br /&gt;
&lt;br /&gt;
In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;. Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 1. Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 2. Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to. &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration. &lt;br /&gt;
&lt;br /&gt;
 [[File:Img updated WB SPATSIM-pitman.jpg|thumb|700x700px|Figure 1b. Wetland water balance in SPATSIM-Pitman]]&lt;br /&gt;
[[File:Img updated WB wrsm-pitman.jpg|left|thumb|700x700px|Figure 1a. Wetland water balance in WRSM-Pitman ]]          &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
'''(Insert water balance diagrams)'''&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure x. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 3 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 4 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure x. Wetland-groundwater water flow pathways (Metho, 2021)]]&lt;br /&gt;
&lt;br /&gt;
The movement of water between water resources in the catchment and the wetland is presented in Table 3. Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 3. The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts, MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(add link to project background page)'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
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		<updated>2021-06-07T13:11:22Z</updated>

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		<updated>2021-06-07T13:05:43Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: Blanked the page&lt;/p&gt;
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		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=335"/>
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== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
&lt;br /&gt;
This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with information from local monitoring.    &lt;br /&gt;
&lt;br /&gt;
The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
&lt;br /&gt;
==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project '''(link to page listing models reviewed and the ICS page)''' have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. A summary of the wetland type preferences is presented in Table 1. &lt;br /&gt;
&lt;br /&gt;
In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
&lt;br /&gt;
For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;. Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 1. Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include: &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*the processes regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* the spatiotemporal scale of the simulated wetland and storage calculations (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 2. Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|} &lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to. &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration. &lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable mw-collapsible&amp;quot;&lt;br /&gt;
|+&lt;br /&gt;
!Modelling tool&lt;br /&gt;
!Water balance&lt;br /&gt;
|-&lt;br /&gt;
|WRSM-Pitman&lt;br /&gt;
|[[File:Img updated WB wrsm-pitman.jpg|thumb|600x600px|Wetland water balance in WRSM-Pitman ]]&lt;br /&gt;
|-&lt;br /&gt;
|&lt;br /&gt;
|&lt;br /&gt;
|-&lt;br /&gt;
|&lt;br /&gt;
|&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
'''(Insert water balance diagrams)'''&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure x. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 3 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 4 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
[[File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg|thumb|503x503px|Figure x. Wetland-groundwater water flow pathways (Metho, 2021)]]&lt;br /&gt;
&lt;br /&gt;
The movement of water between water resources in the catchment and the wetland is presented in Table 3. Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 3. The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;a&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;b&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;&amp;lt;small&amp;gt;c&amp;lt;/small&amp;gt;&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland.  &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts, MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(add link to project background page)'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=File:Img_updated_WB_wrsm-pitman.jpg&amp;diff=334</id>
		<title>File:Img updated WB wrsm-pitman.jpg</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=File:Img_updated_WB_wrsm-pitman.jpg&amp;diff=334"/>
		<updated>2021-06-07T13:02:06Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
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&lt;div&gt;Img updated WB wrsm-pitman&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=333</id>
		<title>Wetlands</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=Wetlands&amp;diff=333"/>
		<updated>2021-06-07T12:50:03Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
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== Wetland representation ==&lt;br /&gt;
Estimating the level of wetland representation a modelling tool offers is a tool for reliably modelling a catchment with wetlands and the wetlands influence on the catchment hydrology. Wetland representation refers to how well a simulated wetland describes and includes the characteristics, processes, and function of a physical wetland. The representation is not binary but can be viewed as a scaled outcome of similarities and differences between the simulated and physical wetland. Assessments of wetland representation can be conceptual and quantitative. &lt;br /&gt;
&lt;br /&gt;
Using the national classification system of wetlands and other aquatic ecosystems in South Africa endorsed by SANBI (Ollis et al., 2013)&amp;lt;sup&amp;gt;[http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf]&amp;lt;/sup&amp;gt;, information about the physical wetland’s characteristics, hydrological processes and water movement, as well as its regulatory role on streamflow is available. The fourth level classification of wetlands as hydrogeomorphic units provides this information and has been used in other hydrological studies (Maherry et al., 2017&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf 2]&amp;lt;/sup&amp;gt;; Tanner et al., 2019&amp;lt;sup&amp;gt;[http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf 3]&amp;lt;/sup&amp;gt;, Rivers-Moore et al., 2020&amp;lt;sup&amp;gt;[https://doi.org/10.3389/fenvs.2020.00058 4]&amp;lt;/sup&amp;gt;).  &lt;br /&gt;
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This information serves as a standard and comparable starting point for describing the physical wetland. If the situation allows, this information can be supplemented with information from local monitoring.  &lt;br /&gt;
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The criteria for assessing the suitability of a simulated wetland are based on how the modelling tool deviates from the standard definition of simulated wetland and other critical differences. At a very basic level, a simulated wetland is a depressional landscape that forms a water storage unit regulated by a water balance of temporally variable inflows and outflows (Rahman et al., 2016)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.envsoft.2016.07.003 5]&amp;lt;/sup&amp;gt;. The main, reoccurring differences from this definition occur through the following features in the simulated wetland concept:&lt;br /&gt;
&lt;br /&gt;
*the type of wetland (based on the location relative to the river network – a riparian or geographically isolated wetland, GIW)&lt;br /&gt;
*the wetland’s dependence on the surrounding topography&lt;br /&gt;
*the inflows and outflows of the wetland water balance&lt;br /&gt;
*the type of storage (wetland storage conceptualised as a landmass or water body)&lt;br /&gt;
*the spatiotemporal scale of the storage&lt;br /&gt;
*the wetland’s interactions with the surrounding catchment&lt;br /&gt;
*the wetland’s interactions with the river and groundwater&lt;br /&gt;
&lt;br /&gt;
These differences are distinguishing features of a modelling tool’s wetland. Other deviations arise from differences in the type of model (conceptual versus physics-based models or lumped versus semi- and fully-distributed models), how the model implements the wetland as a conceptual unit or a spatially explicit land unit, and the wetland geometry which affects the calculation of hydrological processes and the water storage in the wetland.&lt;br /&gt;
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==Type of wetland==&lt;br /&gt;
Simulated wetlands in modelling tools used in the model inter-comparison project '''(link to page listing models reviewed and the ICS page)''' have basic premises on which the wetland concept is built. &lt;br /&gt;
&lt;br /&gt;
*ACRU-4 conceptualises a simulated wetland as a depressional area with shallow water tables which become discharge zones for groundwater and surface water&lt;br /&gt;
*WRSM-Pitman conceptualises a simulated wetland as in- or off-channel storage systems&lt;br /&gt;
*SPATSIM-Pitman conceptualises a simulated wetland as a conceptual and large floodplain (temporally inundated wetland) or natural lake with one concentrated outlet; these simulated wetlands act as regulators of upstream river flows (i.e. surface water)&lt;br /&gt;
*SWAT conceptualises a simulated wetland as a conceptual open-water reservoir with varying inundation extents (i.e. changing area and water depths) and land cover conditions&lt;br /&gt;
*MIKE-SHE conceptualises a simulated wetland as an inundated flood zone&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Each modelling tool can explicitly represent one type of wetland. A summary of the wetland type preferences is presented in Table 1. &lt;br /&gt;
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In some modelling tools, the alternative wetland type can be implied by modifying the setup of the wetland unit in the catchment and how water is routed through the catchment. &lt;br /&gt;
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For example, a simulated wetland in ACRU-4 was designed to represent riparian wetlands. However, GIWs can be represented by splitting one catchment into two subcatchments, with the upland subcatchment containing riparian wetlands to act as GIWs (Gray, 2011)&amp;lt;sup&amp;gt;[http://hdl.handle.net/10413/8076 6]&amp;lt;/sup&amp;gt;. Water from the GIW is then routed to the downstream subcatchment. &lt;br /&gt;
&lt;br /&gt;
All modelling tools except for SWAT conceptualise its simulated wetland as riparian wetlands. In the case of SWAT, a riparian wetland can be modelled using modified versions of SWAT available from independent researchers. As another example of modifying setups to infer a wetland type, Rahman et al. (2016)&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; developed a version of SWAT with riparian wetlands by changing the internal mechanisms of the model to allow the wetland to receive water from the river as opposed to the wetland only contributing water to the river. Alternatively, WRSM-Pitman as a conceptual, modular and parameterised model is equipped with the option to represent GIWs by indicating through a parameter that the wetland is an off-channel storage system.  &lt;br /&gt;
&lt;br /&gt;
While simulated wetlands consider the wetland type as an indicator of the wetland’s connection to the river, physical GIWs are not necessarily under the same restriction (GIWs can be functionally connected to the river network as reported in Yeo et al. (2019)&amp;lt;sup&amp;gt;[https://doi.org/10.1016/j.scitotenv.2018.11.237 7]&amp;lt;/sup&amp;gt;).&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 1. Type of wetlands in modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |riparian|| style=&amp;quot;background:#FFF7F5;&amp;quot; |riparian || style=&amp;quot;background:#F5FFF5;&amp;quot; |riparian|| style=&amp;quot;background:#FFFFF5;&amp;quot; |GIW|| style=&amp;quot;background:#F5F8FF;&amp;quot; |riparian&lt;br /&gt;
|-&lt;br /&gt;
!Dependence on topography&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes || style=&amp;quot;background:#FFF7F5;&amp;quot; |Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Yes || style=&amp;quot;background:#FFFFF5;&amp;quot; |Yes|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|-&lt;br /&gt;
!Ability to infer counter wetland type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Yes|| style=&amp;quot;background:#FFF7F5;&amp;quot; | Yes|| style=&amp;quot;background:#F5FFF5;&amp;quot; |No|| style=&amp;quot;background:#FFFFF5;&amp;quot; |No|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Yes&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
==Wetland storage and water balance concept==&lt;br /&gt;
There are two components to the wetland water balance concept: the storage and regulation of the storage with inflows and outflows.&lt;br /&gt;
&lt;br /&gt;
The main differences in the wetland storage of simulated wetlands that differentiates the modelling tools include &lt;br /&gt;
&lt;br /&gt;
* the land cover characteristics (describing the wetland as a water body or land mass)&lt;br /&gt;
*process regulating the wetland storage (the mechanism for how the wetland is filled with and releases water, sometimes referred to as the spill-and-fill process)&lt;br /&gt;
* spatiotemporal scale (the spatial scale of the wetland, its catchment unit in the context of the modelling tool and the rate or time step at which water levels are calculated)&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 2. Wetland storage characteristics, processes and scale&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; |ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Land cover type&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |open-water body|| style=&amp;quot;background:#FFF7F5;&amp;quot; |hybrid|| style=&amp;quot;background:#F5FFF5;&amp;quot; |land mass|| style=&amp;quot;background:#FFFFF5;&amp;quot; |open-water body|| style=&amp;quot;background:#F5F8FF;&amp;quot; |hybrid&lt;br /&gt;
|-&lt;br /&gt;
!Regulation process&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |threshold relationships between the main channel and wetland storage level and inflow rate|| style=&amp;quot;background:#FFF7F5;&amp;quot; |reproducing inundation hysteresis from threshold relationships and exponential functions between upstream river flows and the current wetland storage, the physiographic and hydraulic properties of the wetland|| style=&amp;quot;background:#F5FFF5;&amp;quot; |threshold processes, soil water budgeting and routing|| style=&amp;quot;background:#FFFFF5;&amp;quot; | water availability in the surrounding subcatchment || style=&amp;quot;background:#F5F8FF;&amp;quot; |water level gradients between cells&lt;br /&gt;
|-&lt;br /&gt;
!Spatial scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |lumped module within a catchment|| style=&amp;quot;background:#FFF7F5;&amp;quot; |sub-model within a large subcatchment|| style=&amp;quot;background:#F5FFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#FFFFF5;&amp;quot; |HRU within a subcatchment|| style=&amp;quot;background:#F5F8FF;&amp;quot; |grid cell&lt;br /&gt;
|-&lt;br /&gt;
!Temporal scale&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |monthly|| style=&amp;quot;background:#FFF7F5;&amp;quot; |monthly|| style=&amp;quot;background:#F5FFF5;&amp;quot; |daily|| style=&amp;quot;background:#FFFFF5;&amp;quot; |daily || style=&amp;quot;background:#F5F8FF;&amp;quot; |daily&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
The inflows and outflows of a simulated wetland water balance are indicators of the water sources available to the wetland and that the wetland can contribute to. &lt;br /&gt;
&lt;br /&gt;
An illustrative summary of the wetland water balances in each modelling tool is presented in '''Figure 1'''. Most of the simulated wetlands receive surface water and rainfall as the main inflow with groundwater incorporated into the surface water flow pathway. ACRU and MIKE-SHE are the only tools with wetlands that have a separate inflow of groundwater. WRSM-Pitman and SWAT do not have direct groundwater outflows. In these tools, the wetlands contribution to groundwater is through baseflow and seepage losses, respectively. All modelling tools can account for water losses through evapotranspiration. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
'''(Insert water balance diagrams)'''&lt;br /&gt;
&lt;br /&gt;
==Interactions controlling the wetland’s access to water ==&lt;br /&gt;
[[File:Water flow pathways between the wetland and the river or catchment.jpg|thumb|503x503px|Figure x. Water flow pathways between the wetland and the river or catchment (Metho, 2021)]]&lt;br /&gt;
Similar to the wetland water balance, the interactions that the simulated wetland has with the surrounding catchment and between different components of the catchment controls the wetlands access to water. The interactions are either unidirectional (going in one direction and downstream only) or bidirectional (able to go back and forth between the source and destination of the water). Figure 3 illustrates this in terms of water routing between wetland and surface water. Uni- and bidirectional flows are depicted on the left and right, respectively.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The wetland’s interactions with groundwater can be uni- or bidirectional as well vertical and horizontal. Figure 4 illustrates the potential water flow pathways. Vertically, water can move up or downwards between the water stored, soil, subsurface materials and groundwater reserves. Horizontally, water can move between the wetland and the surrounding land. The dashed red lines indicate water moving bidirectionally from and to the wetland.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
'''(insert Figure 4)'''&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The movement of water between water resources in the catchment and the wetland is presented in Table 3. Each modelling tool has a specific way of routing water to the river and uses the water flow pathways to capture the influence of the wetland on retaining and releasing water. The inflows into the wetland may include surface water, groundwater or a combination of these sources. Some wetlands receive groundwater directly from subsurface water or from groundwater while other simulated wetlands receive groundwater as a proportion of runoff and river flows. Interactions between the wetland and the catchment, surface water, groundwater and river are possible. The difference between wetland-surface water interactions and wetland-river interactions is that the former represents the channel inflow component in the water balance and is at the upstream end of the wetland while the latter refers to the interactions between the wetland and the river of the (sub)catchment (this could be at the downstream or upstream end of the wetland). Water losses from the wetland to groundwater, the surrounding catchment and the channel, another important water loss is through evapotranspiration.&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
|+Table 3. The main source of water and interactions of the wetland in the modelling tools&lt;br /&gt;
!Description!! style=&amp;quot;background:#F2CEE0;&amp;quot; |WRSM-Pitman!! style=&amp;quot;background:#F2D4CE;&amp;quot; |SPATSIM-Pitman!! style=&amp;quot;background:#CEF2CE;&amp;quot; | ACRU-4!! style=&amp;quot;background:#F2F2CE;&amp;quot; |SWAT!! style=&amp;quot;background:#CEE6F2;&amp;quot; |MIKE-SHE&lt;br /&gt;
|-&lt;br /&gt;
!Inflow source&lt;br /&gt;
| combined||combined||separate&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt;||combined||separate&lt;br /&gt;
|-&lt;br /&gt;
!Surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#FFF7F5;&amp;quot; |river runoff with baseflows|| style=&amp;quot;background:#F5FFF5;&amp;quot; |river runoff|| style=&amp;quot;background:#FFFFF5;&amp;quot; |land runoff with baseflows|| style=&amp;quot;background:#F5F8FF;&amp;quot; |river and/or land runoff&lt;br /&gt;
|-&lt;br /&gt;
!Groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | -|| style=&amp;quot;background:#FFF7F5;&amp;quot; |-|| style=&amp;quot;background:#F5FFF5;&amp;quot; |baseflow|| style=&amp;quot;background:#FFFFF5;&amp;quot; |-|| style=&amp;quot;background:#F5F8FF;&amp;quot; | baseflow&lt;br /&gt;
|-&lt;br /&gt;
! colspan=&amp;quot;6&amp;quot; |Interactions&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-catchment&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |bidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-surface water&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |unidirectional|| style=&amp;quot;background:#FFF7F5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-groundwater&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#FFF7F5;&amp;quot; |none|| style=&amp;quot;background:#F5FFF5;&amp;quot; |Unidirectional (vertical only)&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#FFFFF5;&amp;quot; |Unidirectional (horizontal only)|| style=&amp;quot;background:#F5F8FF;&amp;quot; |Bidirectional (both)&lt;br /&gt;
|-&lt;br /&gt;
!Wetland-river&lt;br /&gt;
| style=&amp;quot;background:#FFF5FA;&amp;quot; | unidirectional || style=&amp;quot;background:#FFF7F5;&amp;quot; | both&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt;|| style=&amp;quot;background:#F5FFF5;&amp;quot; |bidirectional|| style=&amp;quot;background:#FFFFF5;&amp;quot; |unidirectional|| style=&amp;quot;background:#F5F8FF;&amp;quot; |bidirectional&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;a&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;ACRU4 has a riparian zone HRU which can be used as a wetland with direct subsurface and groundwater inflows; and bidirectional, horizontal groundwater interactions with the wetland storage '''(Julia's link to section on riparian zones)'''&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;b&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type: floodplains with subsurface storage will have bidirectional wetland-river interactions, floodplains with surface storage and lakes have unidirectional storage as water moves from the river into the wetland or from the wetland back into the river&amp;lt;/small&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;sup&amp;gt;c&amp;lt;/sup&amp;gt; &amp;lt;small&amp;gt;depends on wetland type and user-defined parameterisation&amp;lt;/small&amp;gt;    &lt;br /&gt;
&lt;br /&gt;
While it is not covered here, it is noteworthy to consider how the wetlands affect soil moisture and whether the wetland’s water can be made available for vegetation in the wetland and surrounding catchment. Restrictions on the vertical water movement between the wetland and groundwater should also be considered relative to the material underlying the wetland. &lt;br /&gt;
&lt;br /&gt;
The final factor of wetland representation relates to the wetland as an integrated unit of the catchment (viz. the role of the wetlands on regulating streamflow). This requires assessing the streamflow output from each modelling tool.&lt;br /&gt;
&lt;br /&gt;
== References==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;This page presents material adapted from Metho, 2021, A case study approach comparing wetland representation in hydrological models when estimating water availability for long-term averages, and short-term floods and droughts, MSc dissertation, UCT, supported (in-part) by the WRC project “Critical catchment model inter-comparison and model use guidance development” (2019-2021) '''(add link to project background page)'''&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;Citations&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[1]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Ollis, D. J., Snaddon, C. D., Job, N. M., &amp;amp; Mbona, N. (2013). Hydrogeomorphic unit (Level 4). Chapter in Classification systems for wetlands and other aquatic ecosystems in South Africa. User manual: Inland systems. SANBI Biodiversity Series, 18-39. http://biodiversityadvisor.sanbi.org/wp-content/uploads/2016/07/Classification-system-for-wetlands-other-aquatic-ecosystems.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[2]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Maherry, A., Marneweck, G., Kapangaziwiri, E., Mandlazi, N.P., Hackman, J., Mwenge-Kahinda, J. (2017). Modelling of wetland processes impacting water resources at a catchment scale. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2191/1/16. ISBN 978-4312-0822-7. http://www.wrc.org.za/wp-content/uploads/mdocs/2191-1-16.pdf&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[3]''' Tanner, J.L., Smith, C., Ellery, W., Schlegel, P. (2019). Palmiet wetland sustainability: a hydrological perspective on system functioning. Water Research Commission (WRC), Pretoria, RSA. WRC Report No. 2548/1/18. &amp;lt;nowiki&amp;gt;ISBN 978-0-6392-0094-1&amp;lt;/nowiki&amp;gt;. http://www.wrc.org.za/wp-content/uploads/mdocs/2548_final.pdf&amp;lt;/small&amp;gt; &lt;br /&gt;
&lt;br /&gt;
'''&amp;lt;small&amp;gt;[4]&amp;lt;/small&amp;gt;''' &amp;lt;small&amp;gt;Rivers-Moore, N. A., Kotze, D. C., Job, N., &amp;amp; Mohanlal, S. (2020). Prediction of Wetland Hydrogeomorphic Type Using Morphometrics and Landscape Characteristics. Frontiers in Environmental Science, 8, 58. https://doi.org/10.3389/fenvs.2020.00058&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[5]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Rahman, M. M., Thompson, J. R., &amp;amp; Flower, R. J. (2016). An enhanced SWAT wetland module to quantify hydraulic interactions between riparian depressional wetlands, rivers and aquifers. Environmental Modelling &amp;amp; Software, 84, 263-289. DOI: 10.1016/j.envsoft.2016.07.003.&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[6]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Gray, R.P. (2011). Techniques for Assessing the Impacts of Wetlands on Hydrological Responses Under Varying Climatic Conditions. (Master's dissertation, Pietermaritzburg: University of KwaZulu-Natal). http://hdl.handle.net/10413/8076&amp;lt;/small&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;small&amp;gt;'''[7]'''&amp;lt;/small&amp;gt; &amp;lt;small&amp;gt;Yeo, I. Y., Lee, S., Lang, M. W., Yetemen, O., McCarty, G. W., Sadeghi, A. M., &amp;amp; Evenson, G. (2019). Mapping landscape-level hydrological connectivity of headwater wetlands to downstream waters: A catchment modelling approach-Part 2. Science of the Total Environment, 653, 1557-1570. https://doi.org/10.1016/j.scitotenv.2018.11.237&amp;lt;/small&amp;gt;&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=File:Vertical_and_horizontal,_uni-_and_bi-directional_water_flow_pathways_between_the_wetland_and_groudnwater.jpg&amp;diff=332</id>
		<title>File:Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater.jpg</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=File:Vertical_and_horizontal,_uni-_and_bi-directional_water_flow_pathways_between_the_wetland_and_groudnwater.jpg&amp;diff=332"/>
		<updated>2021-06-07T12:48:53Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Vertical and horizontal, uni- and bi-directional water flow pathways between the wetland and groudnwater&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
	<entry>
		<id>https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=File:Water_flow_pathways_between_the_wetland_and_the_river_or_catchment.jpg&amp;diff=331</id>
		<title>File:Water flow pathways between the wetland and the river or catchment.jpg</title>
		<link rel="alternate" type="text/html" href="https://hydromodel-sa-wiki.saeon.ac.za/index.php?title=File:Water_flow_pathways_between_the_wetland_and_the_river_or_catchment.jpg&amp;diff=331"/>
		<updated>2021-06-07T12:42:32Z</updated>

		<summary type="html">&lt;p&gt;Peni Metho: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Potential water flow pathways between the wetland, river and catchment (Metho, 2021)&lt;/div&gt;</summary>
		<author><name>Peni Metho</name></author>
	</entry>
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