{"id":57017,"date":"2025-11-03T16:35:00","date_gmt":"2025-11-03T16:35:00","guid":{"rendered":"https:\/\/ensolutions.ca\/?p=57017"},"modified":"2025-11-04T18:57:10","modified_gmt":"2025-11-04T18:57:10","slug":"from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower","status":"publish","type":"post","link":"https:\/\/ensolutions.ca\/es\/de-reactivo-a-inteligente-como-la-ia-y-los-gemelos-digitales-estan-transformando-la-energia-hidroelectrica\/","title":{"rendered":"De reactivo a inteligente: c\u00f3mo la IA y los gemelos digitales est\u00e1n transformando la energ\u00eda hidroel\u00e9ctrica"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"57017\" class=\"elementor elementor-57017\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7c867a7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7c867a7\" 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-67d7876\" data-id=\"67d7876\" 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-e8d619b elementor-widget elementor-widget-text-editor\" data-id=\"e8d619b\" data-element_type=\"widget\" data-e-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 class=\"p2\" style=\"margin-right: 0px; margin-bottom: 2.4rem; margin-left: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: 2.2rem; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #00293b;\">La energ\u00eda hidroel\u00e9ctrica es un pilar fundamental de la red el\u00e9ctrica de Canad\u00e1, ya que proporciona una fuente fiable y consolidada de energ\u00eda renovable. Sin embargo, dado que gran parte del parque hidroel\u00e9ctrico del pa\u00eds se enfrenta a una infraestructura obsoleta y a la creciente presi\u00f3n de la variabilidad clim\u00e1tica, se necesita un cambio estrat\u00e9gico. Los modelos tradicionales de mantenimiento \u2014ya sea reaccionar ante fallos o seguir calendarios fijos\u2014 ya no son suficientes para gestionar eficazmente estos complejos sistemas. Un enfoque transformador no es solo un lujo, sino un paso esencial hacia un futuro m\u00e1s resiliente y sostenible para la energ\u00eda hidroel\u00e9ctrica.<\/p><p class=\"p2\" style=\"margin-right: 0px; margin-bottom: 2.4rem; margin-left: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: 2.2rem; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #00293b;\">Aqu\u00ed es donde convergen\u00a0<span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Inteligencia artificial (IA)<\/span>\u00a0y\u00a0<span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Gemelo Digital<\/span>\u00a0Las tecnolog\u00edas ofrecen una soluci\u00f3n eficaz. Estas tecnolog\u00edas est\u00e1n transformando las centrales hidroel\u00e9ctricas de un modelo de operaci\u00f3n reactivo a uno inteligente, con la promesa de optimizar la confiabilidad, reducir costos y mejorar el rendimiento.<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d4e46b2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d4e46b2\" 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-38a72eb\" data-id=\"38a72eb\" 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-2996982 elementor-widget elementor-widget-heading\" data-id=\"2996982\" data-element_type=\"widget\" data-e-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\"><h3><span>El problema del mantenimiento tradicional<\/span><span><\/span><\/h3><\/h2>\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-b799913 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b799913\" 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-9f1b0e0\" data-id=\"9f1b0e0\" 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-e1b52a2 elementor-widget elementor-widget-text-editor\" data-id=\"e1b52a2\" data-element_type=\"widget\" data-e-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 class=\"p1\" style=\"margin-right: 0px; margin-bottom: 2.4rem; margin-left: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: 2.2rem; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #00293b;\">Muchas instalaciones hidroel\u00e9ctricas, especialmente las puestas en servicio hace d\u00e9cadas, a\u00fan dependen de sistemas de mantenimiento obsoletos. Estos sistemas suelen ser inadecuados para el seguimiento de problemas complejos como los patrones de degradaci\u00f3n de las turbinas, la variabilidad del caudal y la integraci\u00f3n de los sistemas hidr\u00e1ulicos y el\u00e9ctricos. El resultado suele ser un uso ineficiente de los recursos, ya que los equipos de mantenimiento intervienen demasiado tarde, lo que provoca costosas interrupciones, o demasiado pronto, lo que supone un desperdicio de tiempo y presupuesto.<\/p><p class=\"p1\" style=\"margin-right: 0px; margin-bottom: 2.4rem; margin-left: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: 2.2rem; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #00293b;\">Adem\u00e1s, la falta de datos estructurados y centralizados, as\u00ed como la fragmentaci\u00f3n del conocimiento, pueden dificultar el acceso a informaci\u00f3n cr\u00edtica, tanto para el personal nuevo como para el experimentado. Esto genera dependencia del personal a largo plazo y dificulta la mitigaci\u00f3n del impacto de la rotaci\u00f3n de personal.<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ca35308 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ca35308\" 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-6fc53e8\" data-id=\"6fc53e8\" 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-cf84673 elementor-widget elementor-widget-heading\" data-id=\"cf84673\" data-element_type=\"widget\" data-e-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\"><h3><span>La IA como experto en mantenimiento virtual<\/span><span><\/span><\/h3><\/h2>\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-62f8a72 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"62f8a72\" 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-cac2e4c\" data-id=\"cac2e4c\" 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-5e7b3d0 elementor-widget elementor-widget-text-editor\" data-id=\"5e7b3d0\" data-element_type=\"widget\" data-e-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 style=\"margin-right: 0px; margin-bottom: 2.4rem; margin-left: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: 2.2rem; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #00293b;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-contrast=\"auto\">La IA no es un complemento gen\u00e9rico; es una capacidad esencial dise\u00f1ada para ampliar la experiencia humana. Una plataforma como TGM Expert, desarrollada en Canad\u00e1 por EN Solutions Hydro, integra la IA en todo el ciclo de vida del mantenimiento, desde la gesti\u00f3n de \u00f3rdenes de trabajo hasta la planificaci\u00f3n estrat\u00e9gica. Act\u00faa como un &quot;Experto Virtual en Mantenimiento&quot; que colabora con t\u00e9cnicos y gestores de activos para acelerar la madurez digital y la fiabilidad.<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-ccp-props=\"{&quot;134245417&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-ccp-props=\"{&quot;134245417&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p><p style=\"margin-right: 0px; margin-bottom: 2.4rem; margin-left: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: 2.2rem; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #00293b;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-contrast=\"auto\">As\u00ed es como se integra la IA para crear un sistema de mantenimiento m\u00e1s inteligente y eficiente:<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-ccp-props=\"{&quot;134245417&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<br \/><\/span><\/p><ul style=\"margin-bottom: 2.4rem; margin-left: 2.2rem; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: inherit; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; list-style-type: disc; color: #000000;\"><li style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Flujos de trabajo inteligentes:<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-contrast=\"auto\">\u00a0El sistema asiste a los equipos de mantenimiento en la gesti\u00f3n de \u00f3rdenes de trabajo, ofreciendo sugerencias para la priorizaci\u00f3n, la previsi\u00f3n de tareas y la asignaci\u00f3n de recursos. Bas\u00e1ndose en datos en tiempo real, la criticidad de los equipos y los modos de fallo, la IA puede generar autom\u00e1ticamente solicitudes de \u00f3rdenes de trabajo, optimizando un proceso que antes era manual y reactivo.<\/span><\/li><li style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Asistente de conocimiento:<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-contrast=\"auto\">\u00a0Mediante una tecnolog\u00eda llamada Generaci\u00f3n Aumentada por Recuperaci\u00f3n (RAG), el asistente de IA se entrena con documentos espec\u00edficos de la energ\u00eda hidroel\u00e9ctrica, registros de mantenimiento y procedimientos expertos. Puede responder instant\u00e1neamente a preguntas complejas y brindar soporte contextual, lo que ayuda a los equipos a acceder al conocimiento institucional incluso sin la presencia de personal directivo.<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-ccp-props=\"{&quot;134245417&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><li style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Recomendaciones proactivas:<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-contrast=\"auto\">\u00a0Al procesar datos de sensores en tiempo real de sistemas IoT y SCADA, los modelos de IA pueden detectar anomal\u00edas tempranas y sugerir medidas preventivas. Por ejemplo, al detectar una tendencia repetida a la degradaci\u00f3n de la temperatura de un rodamiento gu\u00eda, el sistema puede recomendar la frecuencia de mantenimiento para el reequilibrio, lo que puede ayudar a evitar una parada inesperada.<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-ccp-props=\"{&quot;134245417&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/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<\/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-6b07444 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6b07444\" 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-0fb1987\" data-id=\"0fb1987\" 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-97eb4de elementor-widget elementor-widget-image\" data-id=\"97eb4de\" data-element_type=\"widget\" data-e-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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"852\" height=\"501\" src=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-1.webp\" class=\"attachment-large size-large wp-image-57019\" alt=\"\" srcset=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-1.webp 852w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-1-300x176.webp 300w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-1-768x452.webp 768w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-1-18x12.webp 18w\" sizes=\"(max-width: 852px) 100vw, 852px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Fig. 1. Ilustraci\u00f3n del flujo de RAG 1  <\/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>\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-75d9477 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75d9477\" 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-deb0a4c\" data-id=\"deb0a4c\" 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-3324fba elementor-widget elementor-widget-heading\" data-id=\"3324fba\" data-element_type=\"widget\" data-e-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\"><h3><span>El poder de los gemelos digitales<\/span><span><\/span><\/h3><\/h2>\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-8e38730 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8e38730\" 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-953aba5\" data-id=\"953aba5\" 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-6b73b1a elementor-widget elementor-widget-text-editor\" data-id=\"6b73b1a\" data-element_type=\"widget\" data-e-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 class=\"p1\" style=\"margin-right: 0px; margin-bottom: 2.4rem; margin-left: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: 2.2rem; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #00293b;\">La IA alcanza su m\u00e1ximo potencial cuando se combina con un gemelo digital. Un gemelo digital es una representaci\u00f3n virtual y din\u00e1mica de un activo f\u00edsico, que se actualiza continuamente con datos en tiempo real y se enriquece con simulaciones. En el caso de una turbina hidroel\u00e9ctrica, esto implica crear una r\u00e9plica digital que pueda simular su comportamiento operativo y predecir escenarios de degradaci\u00f3n.<\/p><p class=\"p1\" style=\"margin-right: 0px; margin-bottom: 2.4rem; margin-left: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: 2.2rem; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #00293b;\">La integraci\u00f3n de estas dos tecnolog\u00edas permite una nueva clase de estrategias de mantenimiento inteligente:<\/p><ul style=\"margin-bottom: 2.4rem; margin-left: 2.2rem; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: inherit; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; list-style-type: disc; color: #000000;\"><li style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Diagn\u00f3stico predictivo:<\/span>\u00a0El sistema puede detectar desviaciones tempranas comparando los datos del sensor en tiempo real de una unidad hidroel\u00e9ctrica con el comportamiento previsto del gemelo digital (un modelo de orden reducido o ROM) del componente objetivo. Cuando ambos divergen, el m\u00f3dulo de IA puede analizar el patr\u00f3n y generar un pron\u00f3stico de fallos, indicando el riesgo de desgaste o cavitaci\u00f3n de los rodamientos antes de que sea visible durante una inspecci\u00f3n f\u00edsica.<\/li><li style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">An\u00e1lisis de causa ra\u00edz:<\/span>\u00a0Cuando se genera una alerta, el asistente de IA puede recuperar r\u00e1pidamente registros hist\u00f3ricos y documentos t\u00e9cnicos mediante su b\u00fasqueda basada en RAG. Luego, correlaciona esta informaci\u00f3n con los resultados de la simulaci\u00f3n del Gemelo Digital para proponer posibles causas ra\u00edz y guiar al t\u00e9cnico a trav\u00e9s de un flujo de trabajo recomendado para la resoluci\u00f3n de problemas.<\/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<\/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-75c4726 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75c4726\" 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-12de941\" data-id=\"12de941\" 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-744b56f elementor-widget elementor-widget-image\" data-id=\"744b56f\" data-element_type=\"widget\" data-e-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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"680\" height=\"383\" src=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-2.jpeg\" class=\"attachment-large size-large wp-image-57020\" alt=\"\" srcset=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-2.jpeg 680w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-2-300x169.jpeg 300w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-2-18x10.jpeg 18w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Fig. 2. Ilustraci\u00f3n de un gemelo digital motor 2<\/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>\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-6ab3a9d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6ab3a9d\" 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-f0f392a\" data-id=\"f0f392a\" 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-32db75f elementor-widget elementor-widget-heading\" data-id=\"32db75f\" data-element_type=\"widget\" data-e-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\"><h3><span>Del mantenimiento predictivo a la optimizaci\u00f3n operativa<\/span><span><\/span><\/h3><\/h2>\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-534454b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"534454b\" 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-e7931b0\" data-id=\"e7931b0\" 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-be49c1f elementor-widget elementor-widget-text-editor\" data-id=\"be49c1f\" data-element_type=\"widget\" data-e-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 class=\"p1\" style=\"margin-right: 0px; margin-bottom: 2.4rem; margin-left: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: 2.2rem; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #00293b;\">M\u00e1s all\u00e1 del mantenimiento, la IA y los gemelos digitales permiten una potente capa de optimizaci\u00f3n operativa. Aqu\u00ed es donde una empresa de servicios p\u00fablicos puede tomar decisiones m\u00e1s inteligentes sobre c\u00f3mo utilizar sus recursos, en particular sus reservas de agua.<\/p><ul style=\"margin-bottom: 2.4rem; margin-left: 2.2rem; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: inherit; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; list-style-type: disc; color: #000000;\"><li style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Previsi\u00f3n y planificaci\u00f3n de escenarios:<\/span>\u00a0Los modelos basados en IA pueden predecir variables clave como las entradas de agua y la demanda energ\u00e9tica en m\u00faltiples horizontes temporales, desde la planificaci\u00f3n diaria hasta la estacional. Los ingenieros pueden usar el Gemelo Digital para simular escenarios hipot\u00e9ticos, como el impacto de una operaci\u00f3n con carga parcial o una variaci\u00f3n estacional del caudal.<\/li><li style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Recomendaciones prescriptivas:<\/span>\u00a0Un motor de optimizaci\u00f3n toma estas predicciones y las transforma en recomendaciones concretas y pr\u00e1cticas. Puede ayudar a planificar la producci\u00f3n de electricidad y optimizar el uso de las unidades de la central, lo que a su vez determina c\u00f3mo aprovechar al m\u00e1ximo las reservas de agua del embalse para la generaci\u00f3n, seg\u00fan la demanda en tiempo real del despachador de la red, respetando las restricciones de la red y las normativas. El objetivo es pasar de la simple previsi\u00f3n a la prescripci\u00f3n activa de la mejor estrategia para mejorar la eficiencia y maximizar los ingresos por generaci\u00f3n.<\/li><li style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Justificaciones basadas en datos:<\/span>\u00a0Al monitorear los retrasos en el mantenimiento, los sobrecostos y los fallos hist\u00f3ricos, TGM Expert puede proporcionar justificaciones cuantificadas para proyectos de rehabilitaci\u00f3n. Estos datos estructurados facilitan las solicitudes de financiaci\u00f3n y la aprobaci\u00f3n de inversiones de capital (CAPEX), protegiendo as\u00ed las inversiones a largo plazo.<\/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<\/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-26f7766 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"26f7766\" 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-ae0255b\" data-id=\"ae0255b\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-b61c3d1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b61c3d1\" 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-50 elementor-inner-column elementor-element elementor-element-31c5542\" data-id=\"31c5542\" 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-49834c7 elementor-widget elementor-widget-image\" data-id=\"49834c7\" data-element_type=\"widget\" data-e-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 decoding=\"async\" width=\"768\" height=\"998\" src=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-3.png\" class=\"attachment-large size-large wp-image-57021\" alt=\"\" srcset=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-3.png 768w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-3-231x300.png 231w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-3-9x12.png 9w\" sizes=\"(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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-bb703bb\" data-id=\"bb703bb\" 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-44a89e9 elementor-widget elementor-widget-image\" data-id=\"44a89e9\" data-element_type=\"widget\" data-e-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=\"730\" height=\"1024\" src=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-3-b.webp\" class=\"attachment-large size-large wp-image-57022\" alt=\"\" srcset=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-3-b.webp 730w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-3-b-214x300.webp 214w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/post-3-b-9x12.webp 9w\" sizes=\"(max-width: 730px) 100vw, 730px\" \/>\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\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-43bb09e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"43bb09e\" 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-d8155ec\" data-id=\"d8155ec\" 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-516ee89 elementor-widget elementor-widget-text-editor\" data-id=\"516ee89\" data-element_type=\"widget\" data-e-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 style=\"text-align: center;\"><span style=\"color: #808080;\"><i style=\"margin: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: inherit; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Fig. 3. Ejemplos ilustrativos de conversaciones del asistente de IA de TGM<\/i><span style=\"margin: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: inherit; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\" data-ccp-props=\"{&quot;134245417&quot;:true,&quot;335551550&quot;:2,&quot;335551620&quot;:2}\">\u00a0<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: inherit; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\" data-ccp-props=\"{&quot;134245417&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 16px; line-height: inherit; font-family: Gilmer, Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\" data-ccp-props=\"{&quot;134245417&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/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<\/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-1f79677 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1f79677\" 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-ea264fd\" data-id=\"ea264fd\" 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-377d52a elementor-widget elementor-widget-heading\" data-id=\"377d52a\" data-element_type=\"widget\" data-e-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\"><h3><span>El futuro es inteligente y resiliente<\/span><span><\/span><\/h3><\/h2>\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-451ff1f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"451ff1f\" 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-cc782b7\" data-id=\"cc782b7\" 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-13da3ed elementor-widget elementor-widget-text-editor\" data-id=\"13da3ed\" data-element_type=\"widget\" data-e-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>A medida que el sector hidroel\u00e9ctrico canadiense se enfrenta a un futuro de activos obsoletos y desaf\u00edos ambientales, la necesidad de un cambio de paradigma es evidente. Soluciones como TGM Expert demuestran que la IA y los gemelos digitales no son una promesa te\u00f3rica, sino una soluci\u00f3n pr\u00e1ctica e implementable que puede optimizar la toma de decisiones y prolongar la vida \u00fatil de los equipos. Esta convergencia impulsa la madurez operativa y la resiliencia de los activos a largo plazo.<\/p><p class=\"p1\">Las empresas de servicios p\u00fablicos que adopten estas tecnolog\u00edas no s\u00f3lo modernizar\u00e1n sus operaciones, sino que tambi\u00e9n las preparar\u00e1n para el futuro en un panorama energ\u00e9tico en r\u00e1pida evoluci\u00f3n.<\/p><p class=\"p1\"><em><b>\u00bfQu\u00e9 medidas pueden adoptar hoy las empresas de energ\u00eda hidroel\u00e9ctrica canadienses para iniciar su camino hacia el mantenimiento predictivo y prescriptivo?<\/b><\/em><\/p><p class=\"p1\">La conversaci\u00f3n contin\u00faa en el\u00a0<a href=\"https:\/\/waterpowerweek.ca\/\"><span class=\"s1\"><b>Conferencia Canadiense sobre Energ\u00eda Hidr\u00e1ulica<\/b><\/span><\/a>\u00a0(1-3 de octubre, Ottawa), donde EN Solutions Hydro presentar\u00e1 una presentaci\u00f3n sobre IA y gemelos digitales en la energ\u00eda hidroel\u00e9ctrica. Esperamos interactuar con l\u00edderes del sector para analizar c\u00f3mo acelerar la transici\u00f3n de operaciones reactivas a inteligentes.<\/p><p><b><span data-contrast=\"auto\">Referencias<\/span><\/b><span data-contrast=\"auto\">:<\/span><span data-ccp-props=\"{&quot;134245417&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p><ul><li>Yoan Pu. \u201cRecuperaci\u00f3n personalizada, generaci\u00f3n aumentada y evaluaci\u00f3n comparativa para el control de calidad de la documentaci\u00f3n de herramientas EDA\u201d. Julio de 2024<\/li><li>Ron Beck, AspenTech. \u201cGemelos digitales e IA: Transformando las operaciones industriales\u201d. Disponible en\u00a0<a href=\"https:\/\/www.reliableplant.com\/Read\/31897\/digital-twins-ai\"><span class=\"s1\">https:\/\/www.reliableplant.com\/Read\/31897\/digital-twins-ai<\/span><\/a><\/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<\/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-1d37079 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1d37079\" 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-df6b243\" data-id=\"df6b243\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-45c72bd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"45c72bd\" 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-33 elementor-inner-column elementor-element elementor-element-34c6aa0\" data-id=\"34c6aa0\" 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-85001a8 elementor-widget elementor-widget-image\" data-id=\"85001a8\" data-element_type=\"widget\" data-e-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=\"717\" src=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Phoyo.jpg\" class=\"attachment-large size-large wp-image-57024\" alt=\"\" srcset=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Phoyo.jpg 768w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Phoyo-300x280.jpg 300w, https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Phoyo-13x12.jpg 13w\" sizes=\"(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<div class=\"elementor-column elementor-col-66 elementor-inner-column elementor-element elementor-element-fd6500a\" data-id=\"fd6500a\" 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-c3fe2cf elementor-widget elementor-widget-text-editor\" data-id=\"c3fe2cf\" data-element_type=\"widget\" data-e-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><b><span data-contrast=\"auto\">Emmanuel Ngue<\/span><\/b><span data-contrast=\"auto\">\u00a0Es ingeniero colegiado en Quebec, con una maestr\u00eda en Ingenier\u00eda Mec\u00e1nica aplicada a la Energ\u00eda Hidroel\u00e9ctrica de la \u00c9cole Polytechnique Montr\u00e9al y un certificado de Profesional en Gesti\u00f3n de Mantenimiento de PEMAC. Con m\u00e1s de una d\u00e9cada de experiencia en el sector energ\u00e9tico, incluyendo puestos en Andritz Hydro y GE Vernova, ha liderado importantes proyectos de renovaci\u00f3n e instalaci\u00f3n en Canad\u00e1 y Estados Unidos. Es el fundador de EN Solutions Hydro, una empresa canadiense pionera en soluciones de mantenimiento basadas en IA para el sector hidroel\u00e9ctrico.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:true,&quot;134245418&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p><p><a href=\"https:\/\/www.linkedin.com\/in\/emmanuel-ngue\/\"><span data-contrast=\"none\">LinkedIn<\/span><\/a>\u00a0<span data-contrast=\"auto\">|\u00a0<\/span><a href=\"https:\/\/ensolutions.ca\/es\/\"><span data-contrast=\"none\">Sitio web de la empresa<\/span><\/a>\u00a0<span data-contrast=\"auto\">|\u00a0<\/span><span data-contrast=\"none\">engue@ensolutions.ca\u00a0<\/span><span data-ccp-props=\"{&quot;134245417&quot;:true,&quot;134245418&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\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<\/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>","protected":false},"excerpt":{"rendered":"<p>La energ\u00eda hidroel\u00e9ctrica es un pilar de la red el\u00e9ctrica de Canad\u00e1, ya que proporciona una fuente fiable y consolidada de energ\u00eda renovable. Sin embargo, dado que gran parte del parque nacional se enfrenta a infraestructuras obsoletas y a la creciente presi\u00f3n de la variabilidad clim\u00e1tica, se necesita un cambio estrat\u00e9gico. Los modelos tradicionales de mantenimiento \u2014ya sea reaccionar ante fallos o seguir calendarios fijos\u2014 ya no son suficientes para [\u2026]<\/p>","protected":false},"author":4,"featured_media":57028,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[37],"tags":[],"class_list":["post-57017","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower | EN SOLUTIONS Hydro<\/title>\n<meta name=\"robots\" content=\"noindex, follow\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower | EN SOLUTIONS Hydro\" \/>\n<meta property=\"og:description\" content=\"Hydropower is a cornerstone of Canada\u2019s energy grid, providing a reliable and mature source of renewable energy. However, with much of the country\u2019s fleet now facing aging infrastructure and the increasing pressures of climate variability, a strategic shift is needed. The traditional maintenance models\u2014either reacting to failures or following fixed schedules\u2014are no longer sufficient to [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ensolutions.ca\/es\/de-reactivo-a-inteligente-como-la-ia-y-los-gemelos-digitales-estan-transformando-la-energia-hidroelectrica\/\" \/>\n<meta property=\"og:site_name\" content=\"EN SOLUTIONS Hydro\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-03T16:35:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-04T18:57:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1060\" \/>\n\t<meta property=\"og:image:height\" content=\"706\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Translator\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Translator\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/\"},\"author\":{\"name\":\"Translator\",\"@id\":\"https:\/\/ensolutions.ca\/en\/#\/schema\/person\/e06d5e033ba8ce9d982c38b4a555c286\"},\"headline\":\"From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower\",\"datePublished\":\"2025-11-03T16:35:00+00:00\",\"dateModified\":\"2025-11-04T18:57:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/\"},\"wordCount\":1142,\"publisher\":{\"@id\":\"https:\/\/ensolutions.ca\/en\/#organization\"},\"image\":{\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg\",\"articleSection\":[\"Blog\"],\"inLanguage\":\"es\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/\",\"url\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/\",\"name\":\"From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower | EN SOLUTIONS Hydro\",\"isPartOf\":{\"@id\":\"https:\/\/ensolutions.ca\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg\",\"datePublished\":\"2025-11-03T16:35:00+00:00\",\"dateModified\":\"2025-11-04T18:57:10+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#primaryimage\",\"url\":\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg\",\"contentUrl\":\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg\",\"width\":1060,\"height\":706},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/ensolutions.ca\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/ensolutions.ca\/en\/#website\",\"url\":\"https:\/\/ensolutions.ca\/en\/\",\"name\":\"EN SOLUTIONS Hydro\",\"description\":\"We help you take care of your assets\",\"publisher\":{\"@id\":\"https:\/\/ensolutions.ca\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/ensolutions.ca\/en\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/ensolutions.ca\/en\/#organization\",\"name\":\"EN SOLUTIONS Hydro\",\"url\":\"https:\/\/ensolutions.ca\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\/\/ensolutions.ca\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2022\/10\/logo.png\",\"contentUrl\":\"https:\/\/ensolutions.ca\/wp-content\/uploads\/2022\/10\/logo.png\",\"width\":1600,\"height\":479,\"caption\":\"EN SOLUTIONS Hydro\"},\"image\":{\"@id\":\"https:\/\/ensolutions.ca\/en\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/en-solutions-hydro\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/ensolutions.ca\/en\/#\/schema\/person\/e06d5e033ba8ce9d982c38b4a555c286\",\"name\":\"Translator\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\/\/ensolutions.ca\/en\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/b8226c214fc7d9068b24d7fc91816f8be28d13f46f47427e2e88c8ecbc76f860?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/b8226c214fc7d9068b24d7fc91816f8be28d13f46f47427e2e88c8ecbc76f860?s=96&d=mm&r=g\",\"caption\":\"Translator\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower | EN SOLUTIONS Hydro","robots":{"index":"noindex","follow":"follow"},"og_locale":"es_ES","og_type":"article","og_title":"From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower | EN SOLUTIONS Hydro","og_description":"Hydropower is a cornerstone of Canada\u2019s energy grid, providing a reliable and mature source of renewable energy. However, with much of the country\u2019s fleet now facing aging infrastructure and the increasing pressures of climate variability, a strategic shift is needed. The traditional maintenance models\u2014either reacting to failures or following fixed schedules\u2014are no longer sufficient to [&hellip;]","og_url":"https:\/\/ensolutions.ca\/es\/de-reactivo-a-inteligente-como-la-ia-y-los-gemelos-digitales-estan-transformando-la-energia-hidroelectrica\/","og_site_name":"EN SOLUTIONS Hydro","article_published_time":"2025-11-03T16:35:00+00:00","article_modified_time":"2025-11-04T18:57:10+00:00","og_image":[{"width":1060,"height":706,"url":"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg","type":"image\/jpeg"}],"author":"Translator","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Translator","Tiempo de lectura":"6 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#article","isPartOf":{"@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/"},"author":{"name":"Translator","@id":"https:\/\/ensolutions.ca\/en\/#\/schema\/person\/e06d5e033ba8ce9d982c38b4a555c286"},"headline":"From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower","datePublished":"2025-11-03T16:35:00+00:00","dateModified":"2025-11-04T18:57:10+00:00","mainEntityOfPage":{"@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/"},"wordCount":1142,"publisher":{"@id":"https:\/\/ensolutions.ca\/en\/#organization"},"image":{"@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#primaryimage"},"thumbnailUrl":"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg","articleSection":["Blog"],"inLanguage":"es"},{"@type":"WebPage","@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/","url":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/","name":"From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower | EN SOLUTIONS Hydro","isPartOf":{"@id":"https:\/\/ensolutions.ca\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#primaryimage"},"image":{"@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#primaryimage"},"thumbnailUrl":"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg","datePublished":"2025-11-03T16:35:00+00:00","dateModified":"2025-11-04T18:57:10+00:00","breadcrumb":{"@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/"]}]},{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#primaryimage","url":"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg","contentUrl":"https:\/\/ensolutions.ca\/wp-content\/uploads\/2025\/11\/Watter-power-Canada.jpg","width":1060,"height":706},{"@type":"BreadcrumbList","@id":"https:\/\/ensolutions.ca\/from-reactive-to-intelligent-how-ai-and-digital-twins-are-reshaping-hydropower\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ensolutions.ca\/en\/"},{"@type":"ListItem","position":2,"name":"From Reactive to Intelligent: How AI and Digital Twins are Reshaping Hydropower"}]},{"@type":"WebSite","@id":"https:\/\/ensolutions.ca\/en\/#website","url":"https:\/\/ensolutions.ca\/en\/","name":"EN SOLUTIONS Hydro","description":"We help you take care of your assets","publisher":{"@id":"https:\/\/ensolutions.ca\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ensolutions.ca\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es"},{"@type":"Organization","@id":"https:\/\/ensolutions.ca\/en\/#organization","name":"EN SOLUTIONS Hydro","url":"https:\/\/ensolutions.ca\/en\/","logo":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/ensolutions.ca\/en\/#\/schema\/logo\/image\/","url":"https:\/\/ensolutions.ca\/wp-content\/uploads\/2022\/10\/logo.png","contentUrl":"https:\/\/ensolutions.ca\/wp-content\/uploads\/2022\/10\/logo.png","width":1600,"height":479,"caption":"EN SOLUTIONS Hydro"},"image":{"@id":"https:\/\/ensolutions.ca\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/en-solutions-hydro"]},{"@type":"Person","@id":"https:\/\/ensolutions.ca\/en\/#\/schema\/person\/e06d5e033ba8ce9d982c38b4a555c286","name":"Translator","image":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/ensolutions.ca\/en\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/b8226c214fc7d9068b24d7fc91816f8be28d13f46f47427e2e88c8ecbc76f860?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b8226c214fc7d9068b24d7fc91816f8be28d13f46f47427e2e88c8ecbc76f860?s=96&d=mm&r=g","caption":"Translator"}}]}},"_links":{"self":[{"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/posts\/57017","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/comments?post=57017"}],"version-history":[{"count":9,"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/posts\/57017\/revisions"}],"predecessor-version":[{"id":57038,"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/posts\/57017\/revisions\/57038"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/media\/57028"}],"wp:attachment":[{"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/media?parent=57017"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/categories?post=57017"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ensolutions.ca\/es\/wp-json\/wp\/v2\/tags?post=57017"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}