{"id":25096,"date":"2025-10-02T13:21:06","date_gmt":"2025-10-02T18:21:06","guid":{"rendered":"https:\/\/atuk.com.ec\/2025\/?p=25096"},"modified":"2025-10-02T13:27:10","modified_gmt":"2025-10-02T18:27:10","slug":"herramienta-de-modelacion-hidrologica-fonag-3-0-by-atuk","status":"publish","type":"post","link":"https:\/\/atuk.com.ec\/2025\/herramienta-de-modelacion-hidrologica-fonag-3-0-by-atuk","title":{"rendered":"Herramienta de modelaci\u00f3n hidrol\u00f3gica FONAG 3.0 by ATUK"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"25096\" class=\"elementor elementor-25096\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-58099557 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"58099557\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6f79374\" data-id=\"6f79374\" data-element_type=\"column\" data-e-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-acbdf68 elementor-widget elementor-widget-spacer\" data-id=\"acbdf68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b726f4d elementor-widget elementor-widget-image\" data-id=\"b726f4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"378\" height=\"385\" src=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag-3.webp\" class=\"attachment-large size-large wp-image-25099\" alt=\"\" srcset=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag-3.webp 378w, https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag-3-295x300.webp 295w\" sizes=\"(max-width: 378px) 100vw, 378px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77755f8 elementor-widget elementor-widget-spacer\" data-id=\"77755f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bf1296 elementor-widget elementor-widget-text-editor\" data-id=\"0bf1296\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>El Fondo para la Protecci\u00f3n de Cuencas y Agua (FONAG) cuenta con un modelo hidrol\u00f3gico denominado modelo FONAG 3.0 by ATUK que permite recrear los procesos hidrol\u00f3gicos del ecosistema p\u00e1ramo y otros ecosistemas andinos circundantes a escala temporal y espacial distribuida, obteniendo como resultado la disponibilidad de agua dentro de su \u00e1mbito de trabajo y bajo ciertos escenarios de conservaci\u00f3n y degradaci\u00f3n de los ecosistemas altoandinos. Este modelo fue desarrollado por ATUK Consultor\u00eda Estrat\u00e9gica para el sistema operativo Windows en lenguaje de programaci\u00f3n Python bajo la plataforma ArcGIS.<\/p><p>El modelo hidrol\u00f3gico FONAG 3.0 by ATUK es un modelo de simulaci\u00f3n continuo, conceptual, y determin\u00edstico, que procesa y genera datos a escala temporal mensual y a escala espacial distribuida. El modelo FONAG 3.0 by ATUK cuenta con un m\u00f3dulo de calibraci\u00f3n autom\u00e1tica, el cual funciona de manera agregada en el punto de aforo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46a0a78 elementor-widget elementor-widget-spacer\" data-id=\"46a0a78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53d2c89 elementor-widget elementor-widget-image\" data-id=\"53d2c89\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"602\" height=\"443\" src=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/Fonag1.webp\" class=\"attachment-large size-large wp-image-25100\" alt=\"\" srcset=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/Fonag1.webp 602w, https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/Fonag1-300x221.webp 300w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-046123a elementor-widget elementor-widget-spacer\" data-id=\"046123a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd04b4 elementor-widget elementor-widget-image\" data-id=\"afd04b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"602\" height=\"443\" src=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag2.webp\" class=\"attachment-large size-large wp-image-25101\" alt=\"\" srcset=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag2.webp 602w, https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag2-300x221.webp 300w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8de9f3c elementor-widget elementor-widget-spacer\" data-id=\"8de9f3c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f25c62f elementor-widget elementor-widget-text-editor\" data-id=\"f25c62f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong><em>Continuo<\/em><\/strong><\/p><p>El modelo FONAG 3.0 by ATUK procesa series de datos en forma de r\u00e1ster mensuales de precipitaci\u00f3n, temperatura, y evapotranspiraci\u00f3n de manera continua. Esto permite, asimismo, obtener resultados en forma de r\u00e1ster mensuales de caudal natural, caudal disponible, y concentraci\u00f3n de contaminantes (como sedimentos, por ejemplo).<\/p><p><strong><em>Conceptual<\/em><\/strong><\/p><p>El modelo FONAG 3.0 by ATUK toma en cuenta conceptualizaciones basadas en el conocimiento sobre los procesos hidrol\u00f3gicos dominantes en ecosistemas andinos a trav\u00e9s de ciertos par\u00e1metros no medidos directamente sino procesados matem\u00e1ticamente. Estos par\u00e1metros son principalmente los coeficientes de regulaci\u00f3n de escorrent\u00eda y de almacenamiento de agua en una cuenca, los cuales son representados por ecuaciones lineales y no lineales.<\/p><p><strong><em>Determin\u00edstico<\/em><\/strong><\/p><p>Para un conjunto de par\u00e1metros espec\u00edfico bajo las mismas condiciones iniciales y datos de entrada, el modelo FONAG 3.0 by ATUK genera siempre los mismos resultados. Esto permite que la manipulaci\u00f3n de los valores de entrada de los par\u00e1metros durante un proceso de calibraci\u00f3n permita representar el funcionamiento de la cuenca modelada y que modificaciones en dichos par\u00e1metros permitan obtener las mejores simulaciones de caudal y concentraci\u00f3n de compuestos posible.<\/p><p><strong><em>Escala temporal<\/em><\/strong><\/p><p>La escala temporal del modelo FONAG 3.0 by ATUK son series de datos hidrometeorol\u00f3gicos mensuales. Las entradas necesarias para el modelo son precipitaci\u00f3n mensual, temperatura media mensual, y evapotranspiraci\u00f3n potencial mensual. Para objeto de calibraci\u00f3n, se debe ingresar una serie de tiempo de caudal mensual o de concentraci\u00f3n de contaminante en el punto de aforo en cuesti\u00f3n.<\/p><p><strong><em>Escala espacial<\/em><\/strong><\/p><p>La unidad de an\u00e1lisis espacial del modelo FONAG 3.0 by ATUK es la celda de r\u00e1ster definida por el modelo digital elevaci\u00f3n (DEM por sus siglas en ingl\u00e9s). El DEM definir\u00e1 la naturaleza distribuida del modelo y su escala espacial. El modelo divide la cuenca modelada en hidrozonas, usando la cobertura vegetal como base. Es probablemente una de las mayores fortalezas del modelo el poder alimentarlo con mapas alternativos de cobertura vegetal, proveniente de otra fuente de informaci\u00f3n o resultado de alguna proyecci\u00f3n o escenario de cambios de cobertura en la cuenca. De esta manera el modelo podr\u00e1 evaluar los efectos que tengan estos cambios sobre el r\u00e9gimen hidrol\u00f3gico a manera de escenarios.<\/p><p><strong><em>Distribuido (para el modelo completo)<\/em><\/strong><\/p><p>El modelo FONAG 3.0 by ATUK procesa y genera resultados en forma de mapas r\u00e1ster distribuidos. Si bien, conceptualmente, el modelo representa el comportamiento hidrol\u00f3gico y la variabilidad espacial de manera semi-agregada utilizando unidades de respuesta hidrol\u00f3gica (hidrozonas), el resultado del modelo es una desagregaci\u00f3n de las respuestas espacialmente distribuida en cada celda. Esto permite considerar de la forma m\u00e1s id\u00f3nea la variaci\u00f3n espacial de la precipitaci\u00f3n, la temperatura, y la evapotranspiraci\u00f3n.<\/p><p><strong><em>Agregado (para el m\u00f3dulo de calibraci\u00f3n)<\/em><\/strong><\/p><p>Para la calibraci\u00f3n autom\u00e1tica, el modelo FONAG 3.0 by ATUK procesa los datos ingresados en forma de mapas r\u00e1ster distribuidos y genera valores agregados en el punto de aforo objeto de la calibraci\u00f3n. Esto permite optimizar el desempe\u00f1o computacional del modelo para repetir un n\u00famero importante de simulaciones (cientos o miles) sin necesidad de generar toda la gama de salidas del modelo completo en cada iteraci\u00f3n.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a3a54e elementor-widget elementor-widget-spacer\" data-id=\"5a3a54e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a3ff67 elementor-widget elementor-widget-image\" data-id=\"9a3ff67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"536\" height=\"581\" src=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag3.webp\" class=\"attachment-large size-large wp-image-25102\" alt=\"\" srcset=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag3.webp 536w, https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag3-277x300.webp 277w\" sizes=\"(max-width: 536px) 100vw, 536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0371bbd elementor-widget elementor-widget-spacer\" data-id=\"0371bbd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e68ce5 elementor-widget elementor-widget-image\" data-id=\"2e68ce5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"567\" height=\"340\" src=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag4.webp\" class=\"attachment-large size-large wp-image-25104\" alt=\"\" srcset=\"https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag4.webp 567w, https:\/\/atuk.com.ec\/2025\/wp-content\/uploads\/2025\/10\/fonag4-300x180.webp 300w\" sizes=\"(max-width: 567px) 100vw, 567px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9dda61f elementor-widget elementor-widget-spacer\" data-id=\"9dda61f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a5671f elementor-widget elementor-widget-text-editor\" data-id=\"0a5671f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Implementaci\u00f3n del modelo FONAG 3.0<\/strong><\/p><p>El modelo FONAG 3.0 by ATUK est\u00e1 desarrollado con Python 3 que es un lenguaje de programaci\u00f3n simple y poderoso; su simplicidad es notable con respecto a otros lenguajes de programaci\u00f3n y su poder se basa en la cantidad de herramientas disponibles para distintas \u00e1reas de estudio. Actualmente, Python tiene distintos y variados paquetes en el campo de la hidrolog\u00eda, que adem\u00e1s se encuentran vinculados con herramientas GIS, matem\u00e1ticas, estad\u00edstica, etc. Esta versatilidad la convierte en una herramienta multifuncional para los profesionales relacionados a la hidrolog\u00eda.<\/p><p>El modelo FONAG 3.0 by ATUK utiliza la librer\u00eda ArcPy (<a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/arcpy\/get-started\/what-is-arcpy-.htm\">https:\/\/pro.arcgis.com\/en\/pro-app\/arcpy\/get-started\/what-is-arcpy-.htm<\/a>). ArcPy es un paquete de Python desarrollado por ESRI (ArcGIS) que provee una forma \u00fatil y productiva de realizar an\u00e1lisis de informaci\u00f3n geogr\u00e1fica, conversi\u00f3n de datos, manejo de datos, y automatizaci\u00f3n de mapas con Python. El poder adicional de utilizar ArcPy es que Python es un lenguaje de programaci\u00f3n multiprop\u00f3sito. Las aplicaciones en ArcGIS escritas con ArcPy se benefician del desarrollo de los numerosos m\u00f3dulos adicionales que existen en Python, hechos por profesionales en GIS y programadores de muchas disciplinas diferentes.<\/p><p>Para tener m\u00e1s detalles o para utilizar el modelo FONAG 3.0 by ATUK, puede contactar a ATUK en el correo\u00a0<a href=\"mailto:info@atuk.com.ec\">info@atuk.com.ec<\/a>, o al FONAG en el correo\u00a0<a href=\"mailto:comunicacion@fonag.org.ec\">comunicacion@fonag.org.ec<\/a>.<\/p>\t\t\t\t\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-1bcf84f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1bcf84f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bb9dccb\" data-id=\"bb9dccb\" data-element_type=\"column\" data-e-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-6b96126 elementor-widget elementor-widget-spacer\" data-id=\"6b96126\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a653827 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a653827\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-059ebfd\" data-id=\"059ebfd\" data-element_type=\"column\" data-e-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-60ad8cc elementor-widget elementor-widget-text-editor\" data-id=\"60ad8cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Si deseas recibir informaci\u00f3n de alto valor, puedes dejarnos tus datos y te enviaremos mensualmente nuestro bolet\u00edn informativo con todas las noticias relacionadas a ciencia, econom\u00eda, sociedad y tecnolog\u00eda.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5de0135 elementor-widget elementor-widget-spacer\" data-id=\"5de0135\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>El Fondo para la Protecci\u00f3n de Cuencas y Agua (FONAG) cuenta con un modelo hidrol\u00f3gico denominado modelo FONAG 3.0 by ATUK que permite recrear los procesos hidrol\u00f3gicos del ecosistema p\u00e1ramo y otros ecosistemas andinos circundantes a escala temporal y espacial distribuida,&#8230;<\/p>\n","protected":false},"author":3,"featured_media":25098,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,82],"class_list":["post-25096","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-atuk","tag-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Planificaci\u00f3n y Gesti\u00f3n Territorial | Blog de ATUK<\/title>\n<meta name=\"description\" content=\"\u00bfSabes para que sirven los mecanismos esenciales para la planificaci\u00f3n territorial en Ecuador? 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