{"id":10939,"date":"2026-04-28T16:00:04","date_gmt":"2026-04-28T14:00:04","guid":{"rendered":"https:\/\/tethys.farm\/?p=10939"},"modified":"2026-04-28T16:53:56","modified_gmt":"2026-04-28T14:53:56","slug":"acqua-risorgive-elige-una-innovacion-de-riego-mas-inteligente-gracias-a-los-datos-satelitales","status":"publish","type":"post","link":"https:\/\/tethys.farm\/es\/acqua-risorgive-elige-una-innovacion-de-riego-mas-inteligente-gracias-a-los-datos-satelitales\/","title":{"rendered":"Acque Risorgive apuesta por la innovaci\u00f3n y un riego m\u00e1s inteligente gracias a los datos satelitales."},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"10939\" class=\"elementor elementor-10939\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7dd5430e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7dd5430e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3a718e95\" data-id=\"3a718e95\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-353ef5b3 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"353ef5b3\" 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>Con la adopci\u00f3n del sistema TETHYS, el <a href=\"https:\/\/www.acquerisorgive.it\">Consorcio para la Recuperaci\u00f3n de Aguas de Manantial<\/a> de Venecia ha inaugurado un <strong>Nuevo enfoque para la gesti\u00f3n de los recursos h\u00eddricos<\/strong>: m\u00e1s eficiente, digital, basado en datos satelitales.<\/p>\n<h2>Un vasto territorio, un desaf\u00edo creciente.<\/h2>\n<p>El Consorcio de Recuperaci\u00f3n de Aguas de Manantial gestiona <strong>una extensa red de recuperaci\u00f3n de terrenos para fines de riego y medioambientales. <\/strong>que interesa<strong> aproximadamente 68.000 hect\u00e1reas de superficie cultivada <\/strong>insertado en<strong> un territorio altamente urbanizado e infraestructurado de poco m\u00e1s de 100.000 hect\u00e1reas<\/strong> en la parte central del V\u00e9neto, entre Venecia, Padua y Treviso.<\/p>\n<p>Es un territorio grande, diverso y fragmentado, con <strong>necesidades h\u00eddricas variables debido a la presencia de diferentes cultivos<\/strong> y se caracteriza por una <strong>Disponibilidad de agua irregular y generalmente escasa durante los meses de verano.<\/strong> de mayor uso. En este contexto, el riesgo adicional de <strong>fen\u00f3menos meteorol\u00f3gicos cada vez m\u00e1s intensos<\/strong> determinado por la transici\u00f3n clim\u00e1tica en curso y la necesidad de responder a las necesidades t\u00e9cnicas derivadas de una <strong>Marco regulatorio cada vez m\u00e1s complejo<\/strong>.<\/p>\n<p>All\u00e1 <strong>gesti\u00f3n del agua en la agricultura<\/strong> <strong>es por lo tanto<\/strong> <strong>una prioridad estrat\u00e9gica<\/strong>, no solo para garantizar la productividad, sino tambi\u00e9n para <strong>cumplir con los criterios de sostenibilidad ambiental<\/strong>, <strong>equidad<\/strong> Y <strong>trazabilidad<\/strong>.<\/p>\n<p>En este escenario, el Consorcio ha decidido innovar su enfoque, adoptando <strong>un sistema de monitoreo satelital para pr\u00e1cticas de riego<\/strong> basado en el <a href=\"https:\/\/tethys.farm\/es\/tecnologia-agricola-de-precision-satelital\/\">tecnolog\u00eda<\/a> Desarrollado por TETHYS.<\/p>\n<h2>El modelo TETHYS: monitorizaci\u00f3n desde el espacio<\/h2>\n<p>El trabajo se distingui\u00f3 por un elemento clave, a saber: <strong>el<\/strong>&#039;<strong>An\u00e1lisis de im\u00e1genes satelitales proporcionadas por Sentinel 2 de la ESA y Landsat 8 y 9 de la NASA. <\/strong>y el<strong>aplicaci\u00f3n de modelos ambientales avanzados,<\/strong> En particular<strong> el modelo SEBAL <\/strong>(Algoritmo de balance energ\u00e9tico superficial para la tierra)<strong>lo que permite estimar con precisi\u00f3n la evapotranspiraci\u00f3n real de las superficies cultivadas.<\/strong>.<\/p>\n<p>En la pr\u00e1ctica, TETHYS mide <strong>\u00bfCu\u00e1nta agua necesitan realmente los cultivos?<\/strong>, diariamente, a trav\u00e9s de la <strong>c\u00e1lculo del balance h\u00eddrico<\/strong>, utilizando datos recogidos por sat\u00e9lite y combin\u00e1ndolos con datos meteorol\u00f3gicos y sobre el tipo de suelo.<\/p>\n<p>Esta elecci\u00f3n permite eliminar por completo las limitaciones operativas t\u00edpicas de las tecnolog\u00edas basadas en dispositivos de campo. Al mismo tiempo, el sistema permite<strong>&nbsp;un monitoreo <\/strong>homog\u00e9neo y continuo en todo el territorio investigado.<\/p>\n<h2>Las necesidades de riego y las \u00e1reas realmente regadas, dos herramientas clave<\/h2>\n<p>El proyecto se dividi\u00f3 en <strong>dos ejes fundamentales<\/strong>que han transformado la observaci\u00f3n territorial en un sistema de informaci\u00f3n operativa:<\/p>\n<p>1. <strong>Mapa de necesidades acumuladas de riego<\/strong><br>Para cada punto del territorio (p\u00edxeles de 10x10 metros), se calcul\u00f3 el requerimiento acumulado de agua a partir del inicio de la temporada agr\u00edcola (1 de mayo). El resultado fue un <strong>Mapa detallado, actualizado durante toda la temporada, que permite ver con precisi\u00f3n d\u00f3nde, cu\u00e1nta y cu\u00e1ndo necesitan agua los cultivos.<\/strong>Junto con el mapa, las tablas resumen ayudaron a los t\u00e9cnicos del Consorcio a identificar las zonas con mayores necesidades de agua y a regular mejor los desv\u00edos en funci\u00f3n de la disponibilidad real.<\/p>\n<p>2. <strong>Mapa de zonas de regad\u00edo<\/strong><br>Gracias al an\u00e1lisis del balance h\u00eddrico de los cultivos, <strong>El sistema tambi\u00e9n identific\u00f3 qu\u00e9 partes del territorio estaban realmente irrigadas.<\/strong>La clasificaci\u00f3n binaria simple utilizada (\u201cirrigado\u201d\/\u201cno irrigado\u201d), a alta resoluci\u00f3n, permiti\u00f3 una <strong>lectura extremadamente detallada de la informaci\u00f3n<\/strong>. Nuevamente, la informaci\u00f3n se ha agregado por \u00e1rea de inter\u00e9s.<\/p>\n<p>El a\u00f1o 2025 se dedic\u00f3 a la implementaci\u00f3n del sistema y a la verificaci\u00f3n de su cobertura y la validez cualitativa de los datos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95185b2 elementor-widget elementor-widget-image\" data-id=\"95185b2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"543\" src=\"https:\/\/tethys.farm\/wp-content\/uploads\/2026\/03\/mappa-grow-rese-agricole-tethys-1-768x543.jpeg\" class=\"attachment-medium_large size-medium_large wp-image-11628\" alt=\"\" srcset=\"https:\/\/tethys.farm\/wp-content\/uploads\/2026\/03\/mappa-grow-rese-agricole-tethys-1-768x543.jpeg 768w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/03\/mappa-grow-rese-agricole-tethys-1-300x212.jpeg 300w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/03\/mappa-grow-rese-agricole-tethys-1-1024x724.jpeg 1024w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/03\/mappa-grow-rese-agricole-tethys-1-1536x1086.jpeg 1536w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/03\/mappa-grow-rese-agricole-tethys-1-2048x1448.jpeg 2048w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/03\/mappa-grow-rese-agricole-tethys-1-18x12.jpeg 18w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/03\/mappa-grow-rese-agricole-tethys-1-1x1.jpeg 1w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/03\/mappa-grow-rese-agricole-tethys-1-10x7.jpeg 10w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dcc99e1 elementor-widget elementor-widget-image\" data-id=\"dcc99e1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"543\" src=\"https:\/\/tethys.farm\/wp-content\/uploads\/2026\/04\/mappa-grow-rese-agricole-tethys-3.jpeg-768x543.jpeg\" class=\"attachment-medium_large size-medium_large wp-image-11639\" alt=\"\" srcset=\"https:\/\/tethys.farm\/wp-content\/uploads\/2026\/04\/mappa-grow-rese-agricole-tethys-3.jpeg-768x543.jpeg 768w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/04\/mappa-grow-rese-agricole-tethys-3.jpeg-300x212.jpeg 300w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/04\/mappa-grow-rese-agricole-tethys-3.jpeg-1024x724.jpeg 1024w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/04\/mappa-grow-rese-agricole-tethys-3.jpeg-1536x1086.jpeg 1536w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/04\/mappa-grow-rese-agricole-tethys-3.jpeg-2048x1448.jpeg 2048w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/04\/mappa-grow-rese-agricole-tethys-3.jpeg-18x12.jpeg 18w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/04\/mappa-grow-rese-agricole-tethys-3.jpeg-1x1.jpeg 1w, https:\/\/tethys.farm\/wp-content\/uploads\/2026\/04\/mappa-grow-rese-agricole-tethys-3.jpeg-10x7.jpeg 10w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-df811b6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df811b6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ec7b1c3\" data-id=\"ec7b1c3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-89022fb elementor-widget elementor-widget-text-editor\" data-id=\"89022fb\" 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<h2>Seguimiento durante la temporada y planificaci\u00f3n posterior a la temporada: por qu\u00e9 estos datos marcan la diferencia.<\/h2><p><strong>Mapas y datos<\/strong> Los proporcionados por el modelo no se cerraron en un informe. Por el contrario, <strong>Han sido dise\u00f1ados para integrarse en los procesos diarios del Consorcio.<\/strong>, con tres prop\u00f3sitos principales:<\/p><h3>Optimizaci\u00f3n de la gesti\u00f3n de los recursos h\u00eddricos<\/h3><p>Conocer las necesidades reales de los cultivos en tiempo real le permite: <strong>calibrar la distribuci\u00f3n del agua de forma m\u00e1s racional<\/strong>, evitando excesos, escasez o desperdicios. Es un paso concreto hacia un riego m\u00e1s sostenible y eficaz.<\/p><h3>Mejorar las relaciones con los agricultores de regad\u00edo.<\/h3><p>Al superponer los mapas proporcionados al registro de la propiedad del consorcio, es posible <strong>asociar cada superficie irrigada al usuario <\/strong><b>correspondiente<\/b>De esta forma, se ponen de relieve tanto las necesidades de los cultivos como el uso de los recursos, lo que permite una interacci\u00f3n m\u00e1s eficaz entre el Consorcio y los agricultores.<\/p><h3>Facilitando la presentaci\u00f3n de informes institucionales (SIGRIAN)<\/h3><p>Al final de la temporada de riego,<strong> Los datos producidos por el modelo proporcionan la base para compilar SIGRIAN.<\/strong>, el sistema nacional de informes sobre vol\u00famenes de riego, de acuerdo con las directrices establecidas por el MIPAAF. <strong>tarea<\/strong> A menudo resulta engorroso para los consorcios, algo que aqu\u00ed se simplifica y precisa considerablemente.<\/p><h2>Correspondencia con los datos de campo<\/h2><p>Para calibrar mejor los modelos de c\u00e1lculo, durante la temporada de riego y al final de la misma, en una porci\u00f3n del territorio del consorcio de aproximadamente 600 hect\u00e1reas equipadas con riego t\u00e9cnico y medidores, <strong>Se realiz\u00f3 una comparaci\u00f3n entre los vol\u00famenes de agua estimados por el modelo y los realmente utilizados.<\/strong> del consorcio de empresas agr\u00edcolas.<\/p><p>La comparaci\u00f3n entre los datos calculados y medidos se realiz\u00f3 para el<strong>toda la temporada de riego<\/strong> (de mayo a septiembre) y proporcion\u00f3 <strong>excelentes resultados<\/strong>, lo que confirm\u00f3 la validez de los modelos de estimaci\u00f3n utilizados, con una <strong>desviaci\u00f3n general muy limitada<\/strong> (del orden de 5%) entre las dos variables. Un error cuadr\u00e1tico medio normalizado (NRMSE) de 4,5% indica una alta capacidad del modelo para reproducir los vol\u00famenes de riego generales y un error porcentual cuadr\u00e1tico medio (RMSE) de 17,3% destaca desviaciones moderadas en los diferentes distritos analizados.<\/p><h2>Perspectivas de futuro<\/h2><p>El proyecto llevado a cabo con el Consorzio Acque Risorgive ha permitido la introducci\u00f3n de una importante innovaci\u00f3n en la gesti\u00f3n del riego y ha sido <strong>una experiencia de aprendizaje relevante<\/strong> lo cual permiti\u00f3 <strong>aprovechar los beneficios potenciales de esta tecnolog\u00eda<\/strong>, las precauciones que se deben tomar para simplificar la<strong>interpretaci\u00f3n del flujo de datos<\/strong> y utilizarlos a lo largo de toda la temporada y, finalmente, resaltar los tipos de \u00e1reas que deben ser monitoreadas para hacer que los datos elaborados por el modelo sean m\u00e1s s\u00f3lidos, partiendo de informaci\u00f3n satelital combinada con la evoluci\u00f3n clim\u00e1tica real.<\/p><p>Para facilitar el uso de los datos durante la temporada de riego, se prev\u00e9 que el pr\u00f3ximo a\u00f1o se introduzca un \u00edndice del grado de satisfacci\u00f3n de las necesidades h\u00eddricas (ISA).<em> \u2013 <\/em>\u00cdndice de Satisfacci\u00f3n con el Agua) que se mostrar\u00e1 en el sistema de control de gesti\u00f3n del consorcio utilizado por el personal de campo.<\/p><p>Como puedes ver, no se trata solo de tecnolog\u00eda, sino de una <strong>modelo de gobernanza m\u00e1s avanzado<\/strong>donde el acceso a datos objetivos y actualizados permite <strong>decisiones m\u00e1s r\u00e1pidas, justas y documentadas<\/strong>Por lo tanto, es uno <strong>herramienta flexible<\/strong> Y <strong>adecuado para la realidad del consorcio<\/strong> que gestiona grandes \u00e1reas de regad\u00edo.<\/p><p>En un contexto en el que <strong>La disponibilidad de agua ser\u00e1 cada vez m\u00e1s limitada y\u00a0<\/strong><b>revisado<\/b>Saber d\u00f3nde, cu\u00e1ndo y cu\u00e1nta agua usar no solo es \u00fatil: es esencial.<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Con TETHYS, el Consorzio di Bonifica Acque Risorgive monitoriza 68.000 hect\u00e1reas de tierras de regad\u00edo v\u00eda sat\u00e9lite: necesidades, controles y datos SIGRIAN, sin sensores terrestres.<\/p>","protected":false},"author":18,"featured_media":10949,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[83],"tags":[74,64,62,69,73,63,65,79],"class_list":["post-10939","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agricoltura-di-precisione","tag-acqua","tag-agricoltura-4-0","tag-agricoltura-di-precisione","tag-cambiamento-climatico","tag-irrigazione","tag-precision-farming","tag-satelliti","tag-tecnologia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.4 - 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