{"id":1528442,"date":"2022-03-31T09:00:16","date_gmt":"2022-03-31T16:00:16","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1528442"},"modified":"2024-08-12T12:35:13","modified_gmt":"2024-08-12T19:35:13","slug":"evapotranspiration-data-in-arcgis-living-atlas-of-the-world","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-living-atlas\/water\/evapotranspiration-data-in-arcgis-living-atlas-of-the-world","title":{"rendered":"Evapotranspiration Data in ArcGIS Living Atlas of the World"},"author":9412,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[22941,22771,23051],"tags":[43101,410642,32971,23371,23411],"industry":[],"product":[36581,36551,36561],"class_list":["post-1528442","blog","type-blog","status-publish","format-standard","hentry","category-mapping","category-natural-resources","category-water","tag-arcgis-living-atlas-of-the-world","tag-environment","tag-evapotranspiration","tag-hydrology","tag-water-resources","product-arcgis-living-atlas","product-arcgis-online","product-arcgis-pro"],"acf":{"short_description":"Use evapotranspiration data in Living Atlas from the Operational Simplified Surface Energy Balance (SSEBop).","flexible_content":[{"acf_fc_layout":"content","content":"<p>Evapotranspiration (ET) is a key component of the water cycle and is useful for many analysis and mapping applications. A new time-enabled imagery layer with <a href=\"https:\/\/www.arcgis.com\/home\/item.html?id=ea103dcf21f64f4982a78bb26322e4b3\">monthly ET measurements<\/a> is now available in Living Atlas.<\/p>\n<h2>Understanding Evapotranspiration<\/h2>\n<p>Evapotranspiration represents the water that flows from the landscape into the atmosphere. ET combines the water fluxes from (1) direct soil evaporation, (2) evaporation from intercepted precipitation on trees, branches, and leaves, and (3) transpiration from plants.<\/p>\n<p>Evapotranspiration is a complex physical process. It is dependent on temperature, humidity, wind speed and other atmospheric conditions. ET is difficult to measure with traditional methods. Estimates from <a href=\"https:\/\/www.esri.com\/en-us\/capabilities\/imagery-remote-sensing\/overview\">remote sensing<\/a> and global models provide useful ET values for a range of applications, from calculating water balances to assessment of water consumption. ET is part of the <a href=\"https:\/\/earthobservatory.nasa.gov\/features\/Water\">earth\u2019s water balance<\/a>, having a time-series of spatially uniform ET data sets is a scientific step forward.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1535932,"id":1535932,"title":"Evapotranspiration-in-the-Nile-River-and-the-Mekong-River-Deltas","filename":"EvapoNileMekong2.jpg","filesize":296565,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-living-atlas\/water\/evapotranspiration-data-in-arcgis-living-atlas-of-the-world\/evaponilemekong2","alt":"Evapotranspiration in the Nile River and the Mekong River Deltas","author":"9412","description":"","caption":"","name":"evaponilemekong2","status":"inherit","uploaded_to":1528442,"date":"2022-03-29 12:37:25","modified":"2022-03-29 12:37:45","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1667,"height":1667,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2.jpg","medium-width":261,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2.jpg","medium_large-width":768,"medium_large-height":768,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2.jpg","large-width":1080,"large-height":1080,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2-1536x1536.jpg","1536x1536-width":1536,"1536x1536-height":1536,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2.jpg","2048x2048-width":1667,"2048x2048-height":1667,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2-465x465.jpg","card_image-width":465,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2-1080x1080.jpg","wide_image-width":1080,"wide_image-height":1080}},"image_position":"left-center","orientation":"horizontal","hyperlink":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/EvapoNileMekong2.jpg"},{"acf_fc_layout":"content","content":"<h3>The Operational Simplified Surface Energy Balance (SSEBop)<\/h3>\n<p>The <a href=\"https:\/\/earlywarning.usgs.gov\/fews\">Operational Simplified Surface Energy Balance (SSEBop)<\/a> is a remote sensing-based model that provides evapotranspiration estimates. SSEBop uses the Simplified Surface Energy Balance (SSEBop) model and ET fractions from NASA&#8217;s Moderate Resolution Imaging Spectroradiometer (MODIS) and predefined parameters for operational applications.<\/p>\n"},{"acf_fc_layout":"content","content":"<h3>Time-enabled image service<\/h3>\n<p>The Monthly Actual Evapotranspiration (SSEBop) image service in Living Atlas provides monthly ET rasters from January 2003 to the present with a 0.01 degrees (~1km) spatial resolution. As a time-enabled image service, the evapotranspiration layer shows seasonal changes across the landscape from dry seasons to rainy seasons and the greening of the vegetation.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1530022,"id":1530022,"title":"Evapotranspiration in North America (2021)","filename":"USA-and-Mexico-720.gif","filesize":2305794,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/USA-and-Mexico-720.gif","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-living-atlas\/water\/evapotranspiration-data-in-arcgis-living-atlas-of-the-world\/usa-and-mexico-720","alt":"Evapotranspiration_in_North_America_2021","author":"9412","description":"","caption":"Monthly Evapotranspiration in North America for 2021","name":"usa-and-mexico-720","status":"inherit","uploaded_to":1528442,"date":"2022-03-24 13:54:53","modified":"2022-03-29 12:50:06","menu_order":0,"mime_type":"image\/gif","type":"image","subtype":"gif","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1280,"height":720,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/USA-and-Mexico-720-213x200.gif","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/USA-and-Mexico-720.gif","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/USA-and-Mexico-720.gif","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/USA-and-Mexico-720.gif","large-width":1280,"large-height":720,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/USA-and-Mexico-720.gif","1536x1536-width":1280,"1536x1536-height":720,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/USA-and-Mexico-720.gif","2048x2048-width":1280,"2048x2048-height":720,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/USA-and-Mexico-720-826x465.gif","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/USA-and-Mexico-720.gif","wide_image-width":1280,"wide_image-height":720}},"image_position":"left-center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h3>Live Feed updates<\/h3>\n<p>The <a href=\"https:\/\/www.arcgis.com\/home\/item.html?id=ea103dcf21f64f4982a78bb26322e4b3\">Monthly Actual Evapotranspiration (SSEBop)<\/a> image service is automatically updated every month as new data becomes available. The update process is carried out by a live feed routine. This live feed routine allows the service to display the latest information available seamlessly without service interruptions.<\/p>\n<h2>Using ET Information in GIS<\/h2>\n<h3>Conservation of ecosystems<\/h3>\n<p>High evapotranspiration values during dry seasons in natural areas such as wetlands or deltas show how these ecosystems are dependent on upstream water flows. A basin-wide <a href=\"https:\/\/www.unep.org\/explore-topics\/disasters-conflicts\/where-we-work\/sudan\/what-integrated-water-resources-management\">integrated water resources management (IWRM)<\/a> approach can be implemented to carry out development while also promoting conservation of critical areas.<\/p>\n<p>The <a href=\"https:\/\/whc.unesco.org\/en\/list\/1432\/\">Okavango River Delta<\/a> is a unique ecosystem, its wetland accommodates one of the largest and most diverse assemble of plants and wildlife in the world. The Okavango River floods the wetland during the dry season, supporting the local and regional biodiversity at this critical time of the year. As an inland Delta, the water of the Okavango River does not reach the ocean, thus its water flow is eventually measured as ET.<\/p>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<a href=\"http:\/\/%20https:\/\/youtu.be\/hbGP-SltkGk\">http:\/\/ https:\/\/youtu.be\/hbGP-SltkGk<\/a>"},{"acf_fc_layout":"content","content":"<p>&nbsp;<\/p>\n<h3>Monitoring protected areas<\/h3>\n<p>Evapotranspiration can be used to monitor the health of vegetation in protected areas, providing an early warning during dry spells. Moreover, sharp decreases in ET in a region support the efforts to identify illegal development areas and landscape transformation activities.<\/p>\n<p>In the states of Par\u00e1 and Mato Grosso in Brazil, ET highlights the difference between protected areas and areas under development. In areas under development, the forest cover has decreased and therefore the natural process of ET has been reduced. Areas subject to some degree of environmental protection as those shown in the <a href=\"https:\/\/www.arcgis.com\/home\/item.html?id=ae78aeb913a343d69e950b53e29076f7\">World Database on Protected Areas (WDPA)<\/a> have maintained their seasonal ET patterns.<\/p>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"Brazil Evapotranspiration\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/2CigWjYMMuo?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<p>&nbsp;<\/p>\n<h3>Assessment of water consumption<\/h3>\n<p>ET can be used to estimate consumed water in a basin. In water scarce regions, the volume of consumed water as ET from crops can be linked to the depletion of groundwater resources used.<\/p>\n<p>The <a href=\"https:\/\/svs.gsfc.nasa.gov\/11290\">crop circles in Saudi Arabia<\/a> are located in an arid region that receives around 40mm of <a href=\"https:\/\/www.arcgis.com\/home\/item.html?id=6c186b1a0b354357a2b169e9e24b5636\">rainfall<\/a> per year. Food production in this area relies on irrigation from non-renewable groundwater resources. ET can be used to monitor consumed water in irrigation.<\/p>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"Saudi Arabia Evapotranspiration\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/uf-TEx0WDS8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<p>&nbsp;<\/p>\n<h3>Conflict, population displacement, and food production<\/h3>\n<p>The onset of the civil war in Syria had different angles: economic, sociopolitical, regime change, but also climate variability. Conflicts in <a href=\"https:\/\/journals.ametsoc.org\/view\/journals\/wcas\/6\/3\/wcas-d-13-00059_1.xml?tab_body=fulltext-display\">Syria were intensified by drought<\/a> and water stress, migrations to urban centers generated food insecurity. <a href=\"https:\/\/www.arcgis.com\/home\/item.html?id=56eb0f050c61434782f008a08331d23a\">Population<\/a> and <a href=\"https:\/\/www.arcgis.com\/home\/item.html?id=9904b2e6441743f8b5633d8a201dd0f5\">Armed Conflicts<\/a> data in Living Atlas can help understand the complexity of conflicts and the influence of water stress in them.<\/p>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"Syria Evapotranspiration\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/p2lG2TSiXwA?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<p><a href=\"https:\/\/www.nationalgeographic.com\/environment\/article\/war-in-ukraine-could-plunge-world-into-food-shortages\">Could the war in Ukraine generate food shortages in the world?<\/a> <a href=\"https:\/\/www.arcgis.com\/index.html\">GIS<\/a> and <a href=\"https:\/\/livingatlas.arcgis.com\/\">Living Atlas<\/a> layers can be used to answer this question.<\/p>\n<h2>Summary<\/h2>\n<p>Evapotranspiration is a key process of the water balance. It quantifies water fluxes from the landscape into the atmosphere. ET is a complex hydrological process, but it can be estimated by remote sensing-based global models. The <a href=\"https:\/\/www.arcgis.com\/home\/item.html?id=ea103dcf21f64f4982a78bb26322e4b3\">Monthly Actual Evapotranspiration (SSEBop)<\/a> item in <a href=\"https:\/\/livingatlas.arcgis.com\/\">Living Atlas<\/a> provides monthly ET rasters, this image service is automatically updated by a live feed routine. ET data in Living Atlas can be used for a range of environmental and water resources applications such as conservation of ecosystems, monitoring of protected areas, and assessment of water consumption.<\/p>\n"}],"authors":[{"ID":9412,"user_firstname":"Gonzalo","user_lastname":"Espinoza Davalos","nickname":"Gonzalo Espinoza","user_nicename":"gespinoza","display_name":"Gonzalo Espinoza","user_email":"gespinoza@esri.com","user_url":"http:\/\/www.gespinozadav.com","user_registered":"2019-04-04 19:02:26","user_description":"Gonzalo Espinoza specializes in hydrologic modeling, real time climate and hydro-informatic tools such as flood mapping and forecasting using National Water Model data. He masters the full geospatial tech stack required to develop scalable and operational services relying on large volumes of EO data in the fields of water and environment. Gonzalo holds a PhD in Civil Engineering from the University of Texas at Austin.\r\n\r\nFor questions about ArcGIS Living Atlas, contact environment@esri.com","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/12\/head_shot_gonzalo_2-1-465x465.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":8492,"user_firstname":"Emily","user_lastname":"Meriam","nickname":"Emily Meriam","user_nicename":"emeriam","display_name":"Emily Meriam","user_email":"EMeriam@esri.com","user_url":"https:\/\/www.instagram.com\/emilymeriam\/","user_registered":"2018-10-26 16:33:49","user_description":"Emily Meriam has a diverse GIS background that spans more than two decades. Her portfolio includes mapping elephants in Thailand, wildlife poachers in the Republic of Palau, land-use issues around Yosemite National Park, and active wildfire incidents for the State of California. Since 2018, Emily has been with Esri's ArcGIS Living Atlas of the World. In this role she serves as lead Cartographer and Senior GIS Engineer for the Environment Team where she styles and designs layers, maps, and applications for the global GIS community. Outside of her professional endeavors, Emily is a passionate geographer who enjoys exploring the world with her family.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/EM-465x465.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":10472,"user_firstname":"Craig","user_lastname":"McCabe","nickname":"Craig McCabe","user_nicename":"cmccabe","display_name":"Craig McCabe","user_email":"CMcCabe@esri.com","user_url":"","user_registered":"2020-01-24 21:48:27","user_description":"Craig is a GIS Engineer, geologist, and geographer on the ArcGIS Living Atlas Environment team at Esri, with a passion for 3D visualization, analysis, and telling stories with data.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/Craig_McCabe_Profile_Full-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":306192,"user_firstname":"Abigail","user_lastname":"Fitzgibbon","nickname":"afitzgibbon","user_nicename":"afitzgibbon","display_name":"Abigail Fitzgibbon","user_email":"afitzgibbon@esri.com","user_url":"","user_registered":"2022-04-02 00:47:04","user_description":"Abigail was a product engineer on the ArcGIS Living Atlas of the World team. Her research focused on the intersection of data science, climate change, and agriculture.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/04\/headshot-e1648860907479-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"related_articles":[{"ID":1204632,"post_author":"9412","post_date":"2021-04-29 03:43:55","post_date_gmt":"2021-04-29 10:43:55","post_content":"","post_title":"Precipitation Layers in ArcGIS Living Atlas of the World","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"precipitation-layers-in-arcgis-living-atlas-of-the-world","to_ping":"","pinged":"","post_modified":"2022-03-23 12:32:33","post_modified_gmt":"2022-03-23 19:32:33","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1204632","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"},{"ID":1002572,"post_author":"9412","post_date":"2020-09-18 05:00:52","post_date_gmt":"2020-09-18 12:00:52","post_content":"","post_title":"ArcGIS Living Atlas of the World Layers for Water Resources","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"arcgis-living-atlas-of-the-world-layers-for-water-resources","to_ping":"","pinged":"","post_modified":"2021-02-03 04:51:40","post_modified_gmt":"2021-02-03 12:51:40","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1002572","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"},{"ID":1020831,"post_author":"9412","post_date":"2020-09-30 04:43:17","post_date_gmt":"2020-09-30 11:43:17","post_content":"","post_title":"Water Conflicts in International Rivers","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"water-conflicts-in-international-rivers","to_ping":"","pinged":"","post_modified":"2024-01-04 12:11:50","post_modified_gmt":"2024-01-04 20:11:50","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1020831","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"}],"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Evapo_Card2-1.jpg","wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Evapo_Banner2.jpg"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Evapotranspiration Data in ArcGIS Living Atlas of the World<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-living-atlas\/water\/evapotranspiration-data-in-arcgis-living-atlas-of-the-world\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Evapotranspiration Data in ArcGIS Living Atlas of the World\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-living-atlas\/water\/evapotranspiration-data-in-arcgis-living-atlas-of-the-world\" \/>\n<meta property=\"og:site_name\" content=\"ArcGIS Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/esrigis\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-08-12T19:35:13+00:00\" \/>\n<meta property=\"og:image\" 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