Women have been crucial to the EROS workforce from the very beginning in a variety of areas, from customer service and computers to film processing and administration.
Evapotranspiration and Water Use Mapping
Water is one of our most valuable natural resources and understanding how it’s used is essential for managing it wisely. Scientists at the USGS Earth Resources Observation and Science (EROS) Center use satellite data to estimate how much water is lost from the land through evapotranspiration (ET)—the combined effect of evaporation from soil and water surfaces and transpiration from plants.
These ET estimates are generated using tested models developed at EROS, which combine remote sensing and weather data to provide detailed, reliable maps of water use across the United States. This information helps farmers, land managers, and policymakers make informed decisions about irrigation, drought response, and long-term water planning. Updated regularly, these tools support monitoring of seasonal patterns and long-term trends, helping identify areas of concern and guiding sustainable water management across farms, forests, and public lands.
Available Models
SSEBop model
The Operational Simplified Surface Energy Balance (SSEBop) model developed at EROS estimates water use by plants in irrigated fields using thermal data from Landsat’s Operational Land Imager (OLI) and the Moderate Resolution Imaging Spectroradiometer (MODIS) onboard NASA’s Terra satellite.
SSEBop combines rates of evaporation from the soil and transpiration from plants to return evapotranspiration (ET) readings that can help water managers decide how much water is needed throughout the growing season.
The model supports various aspects of the USGS Water Use Mission Area, including the National Water Use Science Project and the National Water Census, which releases a trove of water use information every five years.
EROS produces actual ET maps that depict monthly, seasonal cumulative, end of season and yearly anomalies for the conterminous United States, which are color-coded to depict rates above or below the median.
The maps are useful in determining irrigation needs, but also instructive of water use in different environment
The maps, data, product descriptions and helpful links are located online at the SSEBop website.
Download a poster
Using Remote Sensing to Understand Water Use in the Milk River Basin
Using Satellite Imagery to Estimate Consumptive Water Use from Irrigated Lands in the Milk River Basin, United States and Canada
Actual Evapotranspiration for Florida
Global gray-sky dT (Version 2): inverse of the surface psychrometric constant parameter in the SSEBop evapotranspiration model Global gray-sky dT (Version 2): inverse of the surface psychrometric constant parameter in the SSEBop evapotranspiration model
Landscape Water Requirement Satisfaction Index (L-WRSI) from 1982 to Present at Dekadal Time Scale Landscape Water Requirement Satisfaction Index (L-WRSI) from 1982 to Present at Dekadal Time Scale
Water balance evapotranspiration (2002-2015 average) and bias adjustment factor for SSEBop ET across HUC8 basins in the conterminous United States Water balance evapotranspiration (2002-2015 average) and bias adjustment factor for SSEBop ET across HUC8 basins in the conterminous United States
Streamflow Predictions (2006-2014) from LSTM Models in Water- and Energy-limited Regions in the United States Streamflow Predictions (2006-2014) from LSTM Models in Water- and Energy-limited Regions in the United States
Seasonal Blue Water Evapotranspiration 1986 – 2020 for the Croplands in the High Plains Aquifer Region Seasonal Blue Water Evapotranspiration 1986 – 2020 for the Croplands in the High Plains Aquifer Region
VegET v2.0 illustrative products and evaluation VegET v2.0 illustrative products and evaluation
SSEBop Evapotranspiration Data from 2012 to Present: Dekadal (10-day), Monthly, Seasonal, and Annual Time Scales SSEBop Evapotranspiration Data from 2012 to Present: Dekadal (10-day), Monthly, Seasonal, and Annual Time Scales
Forcing and Normalizing Operation (FANO) method for the Operational Simplified Surface Energy Balance (SSEBop) ET model Forcing and Normalizing Operation (FANO) method for the Operational Simplified Surface Energy Balance (SSEBop) ET model
High Resolution Daily Global Alfalfa-Reference Potential Evapotranspiration Climatology High Resolution Daily Global Alfalfa-Reference Potential Evapotranspiration Climatology
Global reference evapotranspiration for food-security monitoring (ver. 2.2, March 2025) Global reference evapotranspiration for food-security monitoring (ver. 2.2, March 2025)
Global gray-sky dT: the inverse of the surface psychrometric constant parameter in the SSEBop evapotranspiration model Global gray-sky dT: the inverse of the surface psychrometric constant parameter in the SSEBop evapotranspiration model
Unit hydrographs of evolving urban watersheds across the United States Unit hydrographs of evolving urban watersheds across the United States
Evapotranspiration and Water Use poster
Eyes on Earth Episode 17 - Evapotranspiration
It’s easy enough to measure rainfall, and nearly as easy to measure streamflow. Calculating the efficiency of water use through the metric of evapotranspiration (ET) – evaporation off the Earth’s surface and transpiration from the leaves of plants – is a far trickier proposal. In this episode of Eyes on Earth, we hear how scientists use satellites like Landsat to measure ET, and how those...
Women have been crucial to the EROS workforce from the very beginning in a variety of areas, from customer service and computers to film processing and administration.
Eyes on Earth Episode 71 – Blue Oak Forests of California
Eyes on Earth Episode 71 – Blue Oak Forests of CaliforniaIn this episode of Eyes on Earth, we zero in on the use of USGS Land Change Monitoring, Assessment, and Projection (LCMAP) products to examine the effects of drought on California’s Blue Oaks. LCMAP datasets are built from Landsat data and reveal the land cover and change of every pixel in the conterminous United States, dating back to 1985.
Eyes on Earth Episode 71 – Blue Oak Forests of California
Eyes on Earth Episode 71 – Blue Oak Forests of CaliforniaIn this episode of Eyes on Earth, we zero in on the use of USGS Land Change Monitoring, Assessment, and Projection (LCMAP) products to examine the effects of drought on California’s Blue Oaks. LCMAP datasets are built from Landsat data and reveal the land cover and change of every pixel in the conterminous United States, dating back to 1985.
Eyes on Earth Episode 58 - Satellites and Cloud Computing
Eyes on Earth Episode 58 - Satellites and Cloud ComputingSatellite imagery is everywhere. We see it on TV news and weather coverage, in our Twitter and Facebook feeds, and on our phones’ mapping apps. The data behind that imagery is nothing like a screenshot, though.
Eyes on Earth Episode 58 - Satellites and Cloud Computing
Eyes on Earth Episode 58 - Satellites and Cloud ComputingSatellite imagery is everywhere. We see it on TV news and weather coverage, in our Twitter and Facebook feeds, and on our phones’ mapping apps. The data behind that imagery is nothing like a screenshot, though.
Brazil is a fascinating study in water use. Brazil uses roughly 72 percent of its water for irrigated agriculture, and its herds of cattle, pigs and poultry are among the largest in the world.
Brazil is a fascinating study in water use. Brazil uses roughly 72 percent of its water for irrigated agriculture, and its herds of cattle, pigs and poultry are among the largest in the world.
Eyes on Earth Episode 35 – Watching the Water Supply with OpenET
Eyes on Earth Episode 35 – Watching the Water Supply with OpenETEvapotranspiration is the process by which water transpires from the leaves and stems of plants and evaporates from the Earth’s surface. ET is an important metric for managing water use, but data availability has long been an issue.
Eyes on Earth Episode 35 – Watching the Water Supply with OpenET
Eyes on Earth Episode 35 – Watching the Water Supply with OpenETEvapotranspiration is the process by which water transpires from the leaves and stems of plants and evaporates from the Earth’s surface. ET is an important metric for managing water use, but data availability has long been an issue.
In the West African nation of Ghana, tropical forests are more than landscape. They are woven into language, custom, and culture. They are also the source of timber for home heating and industry, as well as barriers to agricultural production. Those are just a few of the reasons why deforestation has come alongside the nation’s rapid population growth.
In the West African nation of Ghana, tropical forests are more than landscape. They are woven into language, custom, and culture. They are also the source of timber for home heating and industry, as well as barriers to agricultural production. Those are just a few of the reasons why deforestation has come alongside the nation’s rapid population growth.
It’s easy enough to measure rainfall, and nearly as easy to measure streamflow. Calculating the efficiency of water use through the metric of evapotranspiration (ET) – evaporation off the Earth’s surface and transpiration from the leaves of plants – is a far trickier proposal.
It’s easy enough to measure rainfall, and nearly as easy to measure streamflow. Calculating the efficiency of water use through the metric of evapotranspiration (ET) – evaporation off the Earth’s surface and transpiration from the leaves of plants – is a far trickier proposal.
Chapter three - Global SSEBop actual evapotranspiration modeling and mapping using the VIIRS data Chapter three - Global SSEBop actual evapotranspiration modeling and mapping using the VIIRS data
Estimating agricultural irrigation water consumption for the High Plains aquifer region with integrated energy- and water-balance evapotranspiration modeling approaches Estimating agricultural irrigation water consumption for the High Plains aquifer region with integrated energy- and water-balance evapotranspiration modeling approaches
Challenges and future directions in quantifying terrestrial evapotranspiration Challenges and future directions in quantifying terrestrial evapotranspiration
An ensemble mean method for remote sensing of actual evapotranspiration to estimate water budget response across a restoration landscape An ensemble mean method for remote sensing of actual evapotranspiration to estimate water budget response across a restoration landscape
Evaluation of streamflow predictions from LSTM models in water- and energy-limited regions in the United States Evaluation of streamflow predictions from LSTM models in water- and energy-limited regions in the United States
SSEBop evapotranspiration estimates using synthetically derived Landsat data from the continuous change detection and classification algorithm SSEBop evapotranspiration estimates using synthetically derived Landsat data from the continuous change detection and classification algorithm
Assessing the accuracy of OpenET satellite-based evapotranspiration data to support water resource and land management applications Assessing the accuracy of OpenET satellite-based evapotranspiration data to support water resource and land management applications
Improvements and evaluation of the agro-hydrologic VegET model for large-area water budget analysis and drought monitoring Improvements and evaluation of the agro-hydrologic VegET model for large-area water budget analysis and drought monitoring
A web-based application for exploring potential changes in design peak flow of U.S. urban areas driven by land cover change A web-based application for exploring potential changes in design peak flow of U.S. urban areas driven by land cover change
Development of a benchmark eddy flux evapotranspiration dataset for evaluation of satellite-driven evapotranspiration models over the CONUS Development of a benchmark eddy flux evapotranspiration dataset for evaluation of satellite-driven evapotranspiration models over the CONUS
Improving the operational simplified surface energy balance evapotranspiration model using the forcing and normalizing operation Improving the operational simplified surface energy balance evapotranspiration model using the forcing and normalizing operation
OpenET: Filling a critical data gap in water management for the western United States OpenET: Filling a critical data gap in water management for the western United States
SSEBop ESPA Open Source SSEBop ESPA Open Source
SSEBop ESPA ArcGIS SSEBop ESPA ArcGIS
A Google Earth Engine Application for Exploring Potential Changes in Design Peak-flow of US Urban Areas Driven by Land Cover Change A Google Earth Engine Application for Exploring Potential Changes in Design Peak-flow of US Urban Areas Driven by Land Cover Change
USGS EROS User Services
Earth Resources Observation and Science (EROS) Center
Water is one of our most valuable natural resources and understanding how it’s used is essential for managing it wisely. Scientists at the USGS Earth Resources Observation and Science (EROS) Center use satellite data to estimate how much water is lost from the land through evapotranspiration (ET)—the combined effect of evaporation from soil and water surfaces and transpiration from plants.
These ET estimates are generated using tested models developed at EROS, which combine remote sensing and weather data to provide detailed, reliable maps of water use across the United States. This information helps farmers, land managers, and policymakers make informed decisions about irrigation, drought response, and long-term water planning. Updated regularly, these tools support monitoring of seasonal patterns and long-term trends, helping identify areas of concern and guiding sustainable water management across farms, forests, and public lands.
Available Models
SSEBop model
The Operational Simplified Surface Energy Balance (SSEBop) model developed at EROS estimates water use by plants in irrigated fields using thermal data from Landsat’s Operational Land Imager (OLI) and the Moderate Resolution Imaging Spectroradiometer (MODIS) onboard NASA’s Terra satellite.
SSEBop combines rates of evaporation from the soil and transpiration from plants to return evapotranspiration (ET) readings that can help water managers decide how much water is needed throughout the growing season.
The model supports various aspects of the USGS Water Use Mission Area, including the National Water Use Science Project and the National Water Census, which releases a trove of water use information every five years.
EROS produces actual ET maps that depict monthly, seasonal cumulative, end of season and yearly anomalies for the conterminous United States, which are color-coded to depict rates above or below the median.
The maps are useful in determining irrigation needs, but also instructive of water use in different environment
The maps, data, product descriptions and helpful links are located online at the SSEBop website.
Download a poster
Using Remote Sensing to Understand Water Use in the Milk River Basin
Using Satellite Imagery to Estimate Consumptive Water Use from Irrigated Lands in the Milk River Basin, United States and Canada
Actual Evapotranspiration for Florida
Global gray-sky dT (Version 2): inverse of the surface psychrometric constant parameter in the SSEBop evapotranspiration model Global gray-sky dT (Version 2): inverse of the surface psychrometric constant parameter in the SSEBop evapotranspiration model
Landscape Water Requirement Satisfaction Index (L-WRSI) from 1982 to Present at Dekadal Time Scale Landscape Water Requirement Satisfaction Index (L-WRSI) from 1982 to Present at Dekadal Time Scale
Water balance evapotranspiration (2002-2015 average) and bias adjustment factor for SSEBop ET across HUC8 basins in the conterminous United States Water balance evapotranspiration (2002-2015 average) and bias adjustment factor for SSEBop ET across HUC8 basins in the conterminous United States
Streamflow Predictions (2006-2014) from LSTM Models in Water- and Energy-limited Regions in the United States Streamflow Predictions (2006-2014) from LSTM Models in Water- and Energy-limited Regions in the United States
Seasonal Blue Water Evapotranspiration 1986 – 2020 for the Croplands in the High Plains Aquifer Region Seasonal Blue Water Evapotranspiration 1986 – 2020 for the Croplands in the High Plains Aquifer Region
VegET v2.0 illustrative products and evaluation VegET v2.0 illustrative products and evaluation
SSEBop Evapotranspiration Data from 2012 to Present: Dekadal (10-day), Monthly, Seasonal, and Annual Time Scales SSEBop Evapotranspiration Data from 2012 to Present: Dekadal (10-day), Monthly, Seasonal, and Annual Time Scales
Forcing and Normalizing Operation (FANO) method for the Operational Simplified Surface Energy Balance (SSEBop) ET model Forcing and Normalizing Operation (FANO) method for the Operational Simplified Surface Energy Balance (SSEBop) ET model
High Resolution Daily Global Alfalfa-Reference Potential Evapotranspiration Climatology High Resolution Daily Global Alfalfa-Reference Potential Evapotranspiration Climatology
Global reference evapotranspiration for food-security monitoring (ver. 2.2, March 2025) Global reference evapotranspiration for food-security monitoring (ver. 2.2, March 2025)
Global gray-sky dT: the inverse of the surface psychrometric constant parameter in the SSEBop evapotranspiration model Global gray-sky dT: the inverse of the surface psychrometric constant parameter in the SSEBop evapotranspiration model
Unit hydrographs of evolving urban watersheds across the United States Unit hydrographs of evolving urban watersheds across the United States
Evapotranspiration and Water Use poster
Eyes on Earth Episode 17 - Evapotranspiration
It’s easy enough to measure rainfall, and nearly as easy to measure streamflow. Calculating the efficiency of water use through the metric of evapotranspiration (ET) – evaporation off the Earth’s surface and transpiration from the leaves of plants – is a far trickier proposal. In this episode of Eyes on Earth, we hear how scientists use satellites like Landsat to measure ET, and how those...
Women have been crucial to the EROS workforce from the very beginning in a variety of areas, from customer service and computers to film processing and administration.
Women have been crucial to the EROS workforce from the very beginning in a variety of areas, from customer service and computers to film processing and administration.
Eyes on Earth Episode 71 – Blue Oak Forests of California
Eyes on Earth Episode 71 – Blue Oak Forests of CaliforniaIn this episode of Eyes on Earth, we zero in on the use of USGS Land Change Monitoring, Assessment, and Projection (LCMAP) products to examine the effects of drought on California’s Blue Oaks. LCMAP datasets are built from Landsat data and reveal the land cover and change of every pixel in the conterminous United States, dating back to 1985.
Eyes on Earth Episode 71 – Blue Oak Forests of California
Eyes on Earth Episode 71 – Blue Oak Forests of CaliforniaIn this episode of Eyes on Earth, we zero in on the use of USGS Land Change Monitoring, Assessment, and Projection (LCMAP) products to examine the effects of drought on California’s Blue Oaks. LCMAP datasets are built from Landsat data and reveal the land cover and change of every pixel in the conterminous United States, dating back to 1985.
Eyes on Earth Episode 58 - Satellites and Cloud Computing
Eyes on Earth Episode 58 - Satellites and Cloud ComputingSatellite imagery is everywhere. We see it on TV news and weather coverage, in our Twitter and Facebook feeds, and on our phones’ mapping apps. The data behind that imagery is nothing like a screenshot, though.
Eyes on Earth Episode 58 - Satellites and Cloud Computing
Eyes on Earth Episode 58 - Satellites and Cloud ComputingSatellite imagery is everywhere. We see it on TV news and weather coverage, in our Twitter and Facebook feeds, and on our phones’ mapping apps. The data behind that imagery is nothing like a screenshot, though.
Brazil is a fascinating study in water use. Brazil uses roughly 72 percent of its water for irrigated agriculture, and its herds of cattle, pigs and poultry are among the largest in the world.
Brazil is a fascinating study in water use. Brazil uses roughly 72 percent of its water for irrigated agriculture, and its herds of cattle, pigs and poultry are among the largest in the world.
Eyes on Earth Episode 35 – Watching the Water Supply with OpenET
Eyes on Earth Episode 35 – Watching the Water Supply with OpenETEvapotranspiration is the process by which water transpires from the leaves and stems of plants and evaporates from the Earth’s surface. ET is an important metric for managing water use, but data availability has long been an issue.
Eyes on Earth Episode 35 – Watching the Water Supply with OpenET
Eyes on Earth Episode 35 – Watching the Water Supply with OpenETEvapotranspiration is the process by which water transpires from the leaves and stems of plants and evaporates from the Earth’s surface. ET is an important metric for managing water use, but data availability has long been an issue.
In the West African nation of Ghana, tropical forests are more than landscape. They are woven into language, custom, and culture. They are also the source of timber for home heating and industry, as well as barriers to agricultural production. Those are just a few of the reasons why deforestation has come alongside the nation’s rapid population growth.
In the West African nation of Ghana, tropical forests are more than landscape. They are woven into language, custom, and culture. They are also the source of timber for home heating and industry, as well as barriers to agricultural production. Those are just a few of the reasons why deforestation has come alongside the nation’s rapid population growth.
It’s easy enough to measure rainfall, and nearly as easy to measure streamflow. Calculating the efficiency of water use through the metric of evapotranspiration (ET) – evaporation off the Earth’s surface and transpiration from the leaves of plants – is a far trickier proposal.
It’s easy enough to measure rainfall, and nearly as easy to measure streamflow. Calculating the efficiency of water use through the metric of evapotranspiration (ET) – evaporation off the Earth’s surface and transpiration from the leaves of plants – is a far trickier proposal.