{"id":10010,"date":"2025-10-30T10:46:04","date_gmt":"2025-10-30T10:46:04","guid":{"rendered":"https:\/\/georgia-horizon.eu\/?p=10010"},"modified":"2025-10-30T12:10:54","modified_gmt":"2025-10-30T12:10:54","slug":"satellite-earth-observation-in-monitoring-water-resources-and-agricultural-productivity","status":"publish","type":"post","link":"https:\/\/georgia-horizon.eu\/el\/satellite-earth-observation-in-monitoring-water-resources-and-agricultural-productivity\/","title":{"rendered":"Satellite Earth Observation in Monitoring water resources and agricultural productivity"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"10010\" class=\"elementor elementor-10010\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-20f0b02 e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"20f0b02\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70a1028 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"70a1028\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong><em>Written by Eratosthenes Centre of Excellence\u00a0 (ECoE)<\/em><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-df73947 e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"df73947\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1de5a3 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"b1de5a3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Rapid advancements in computer science and the growing availability of satellite Earth observation (EO) data are transforming agriculture and water management. EO offers timely, accurate, and reliable information for agricultural and water resources monitoring across different spatial resolutions. This information is of crucial importance, especially in the context of climate change. By utilizing EO data, farmers, water managers, scientists, and policymakers can more effectively address the issues brought on by climate change.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bb43e8f e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"bb43e8f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e3f2638 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"e3f2638\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Climate change challenges\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e798b97 e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"e798b97\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-746455e sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"746455e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Utilization of satellite EO can help address several environmental challenges caused by climate change including:<\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Water scarcity<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Drought<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Floods<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Soil health<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Crop health<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Food security<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6dd156f e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"6dd156f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8669232 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"8669232\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Earth observation as an ally\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-672a5be e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"672a5be\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b834d8b sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"b834d8b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Satellite EO reduces the need for time-consuming and often costly ground monitoring by offering a multitude of data on agrometeorological and ecohydrological parameters. Some of these key parameters are:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Evapotranspiration<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rainfall and rainfall patterns<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Temperature<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Vegetation health<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Soil moisture<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3da9176 e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"3da9176\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59a03e1 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"59a03e1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Satellite spectral indices used for water and agricultural monitoring\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5cf4472 e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"5cf4472\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ed0340 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"7ed0340\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The development of numerous satellite spectral indices, EO helps farmers, water managers and policymakers to make informed decisions towards optimal management under climate crisis. Table 1 shows a list of these spectral indices.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4437a9a e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"4437a9a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dd50535 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"dd50535\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table><tbody><tr><td><p><b>Index<\/b><\/p><\/td><td><p><b>Definition<\/b><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">NDVI<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">\u03a4\u03bf <\/span><b>Normalized Difference Vegetation Index<\/b><span style=\"font-weight: 400;\"> provides information about crop health by quantifying vegetation greenness<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">EVI<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">\u03a4\u03bf <\/span><b>Enhanced Vegetation Index<\/b><span style=\"font-weight: 400;\"> is the advanced version of NDVI with the same function\u00a0<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">NDWI<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">\u03a4\u03bf <strong>Normalized Difference Water Index<\/strong> provides information about soil and crop moisture content<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">SPEI<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">\u03a4\u03bf <\/span><b>Standardized Precipitation Index<\/b><span style=\"font-weight: 400;\"> is used to estimate wet and dry condition based on the difference between precipitation and evapotranspiration<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">MSI<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">\u03a4\u03bf <\/span><b>Moisture Stress Index<\/b><span style=\"font-weight: 400;\"> provides information about vegetation water stress<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">SMI<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">\u03a4\u03bf <\/span><b>Soil Moisture Index<\/b><span style=\"font-weight: 400;\"> provides information of how wet or dry is the soil<\/span><\/p><\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-58f4356 e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"58f4356\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a6665f4 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"a6665f4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-628e6e5 e-flex e-con-boxed sc_layouts_column_icons_position_left e-con e-parent\" data-id=\"628e6e5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-920a68b sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"920a68b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Satellite Earth Observation is becoming a necessity for contemporary agricultural and water management. Moreover, EO supports global efforts to adapt to climate change, protect food security, and maximize resource use by offering vital information on soil, plant, and hydrological properties.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Written by Eratosthenes Centre of Excellence\u00a0 (ECoE) Rapid advancements in computer science and the growing availability of satellite Earth observation (EO) data are transforming agriculture and water management. EO offers&hellip;<\/p>","protected":false},"author":2,"featured_media":10028,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":11,"footnotes":""},"categories":[60,84],"tags":[],"class_list":["post-10010","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","category-publications"],"_links":{"self":[{"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/posts\/10010","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/comments?post=10010"}],"version-history":[{"count":0,"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/posts\/10010\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/media\/10028"}],"wp:attachment":[{"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/media?parent=10010"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/categories?post=10010"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/georgia-horizon.eu\/el\/wp-json\/wp\/v2\/tags?post=10010"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}