{"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\/fr\/de-la-reactivite-a-lintelligence-comment-lia-et-les-jumeaux-numeriques-redefinissent-lhydroelectricite-2\/","title":{"rendered":"De la r\u00e9action \u00e0 l&#039;intelligence : comment l&#039;IA et les jumeaux num\u00e9riques transforment l&#039;hydro\u00e9lectricit\u00e9"},"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;\">L\u2019hydro\u00e9lectricit\u00e9 est un pilier du r\u00e9seau \u00e9nerg\u00e9tique canadien, fournissant une source d\u2019\u00e9nergie renouvelable fiable et \u00e9prouv\u00e9e. Toutefois, face au vieillissement des infrastructures et aux pressions croissantes des variations climatiques, un changement strat\u00e9gique s\u2019impose. Les mod\u00e8les de maintenance traditionnels \u2013 qu\u2019ils consistent \u00e0 r\u00e9agir aux pannes ou \u00e0 suivre des calendriers fixes \u2013 ne suffisent plus \u00e0 g\u00e9rer efficacement ces syst\u00e8mes complexes. Une approche transformatrice n\u2019est pas un luxe, mais une \u00e9tape essentielle vers un avenir plus r\u00e9silient et durable pour l\u2019hydro\u00e9lectricit\u00e9.<\/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;\">C&#039;est l\u00e0 que convergent les\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;\">Intelligence artificielle (IA)<\/span>\u00a0et\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;\">Jumeau num\u00e9rique<\/span>\u00a0Ces technologies offrent une solution performante. Elles permettent aux centrales hydro\u00e9lectriques de passer d&#039;un mod\u00e8le d&#039;exploitation r\u00e9actif \u00e0 un mod\u00e8le intelligent, promettant d&#039;optimiser la fiabilit\u00e9, de r\u00e9duire les co\u00fbts et d&#039;am\u00e9liorer les performances.<\/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>Le probl\u00e8me de la maintenance traditionnelle<\/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;\">De nombreuses centrales hydro\u00e9lectriques, notamment celles mises en service il y a plusieurs d\u00e9cennies, utilisent encore des syst\u00e8mes de maintenance obsol\u00e8tes. Ces syst\u00e8mes sont souvent mal adapt\u00e9s au suivi de probl\u00e8mes complexes tels que la d\u00e9gradation des turbines, la variabilit\u00e9 du d\u00e9bit d&#039;eau et l&#039;int\u00e9gration des syst\u00e8mes hydrauliques et \u00e9lectriques. Il en r\u00e9sulte fr\u00e9quemment une utilisation inefficace des ressources\u00a0: les \u00e9quipes de maintenance interviennent soit trop tard, provoquant des pannes co\u00fbteuses, soit trop t\u00f4t, entra\u00eenant des pertes de temps et de budget.<\/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;\">De plus, le manque de donn\u00e9es structur\u00e9es et centralis\u00e9es, ainsi que la fragmentation des connaissances, peuvent rendre difficile l&#039;acc\u00e8s aux informations essentielles, tant pour les nouveaux employ\u00e9s que pour les plus exp\u00e9riment\u00e9s. Cela cr\u00e9e une d\u00e9pendance envers le personnel permanent et complique la gestion des cons\u00e9quences du roulement de personnel.<\/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>L&#039;IA en tant qu&#039;expert en maintenance virtuelle<\/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\">L&#039;IA n&#039;est pas un simple compl\u00e9ment\u00a0; c&#039;est une comp\u00e9tence essentielle con\u00e7ue pour enrichir l&#039;expertise humaine. Une plateforme comme TGM Expert, d\u00e9velopp\u00e9e au Canada par EN Solutions Hydro, int\u00e8gre l&#039;IA \u00e0 l&#039;ensemble du cycle de vie de la maintenance, de la gestion des ordres de travail \u00e0 la planification strat\u00e9gique. Elle agit comme un \u00ab\u00a0expert virtuel en maintenance\u00a0\u00bb collaborant avec les techniciens et les gestionnaires d&#039;actifs pour acc\u00e9l\u00e9rer la transformation num\u00e9rique et am\u00e9liorer la fiabilit\u00e9.<\/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\">Voici comment l&#039;IA est int\u00e9gr\u00e9e pour cr\u00e9er un syst\u00e8me de maintenance plus intelligent et plus efficace\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<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;\">Flux de travail intelligents\u00a0:<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-contrast=\"auto\">\u00a0Le syst\u00e8me assiste les \u00e9quipes de maintenance dans la gestion des ordres de travail, en proposant des suggestions de priorisation, de pr\u00e9vision des t\u00e2ches et d&#039;affectation des ressources. \u00c0 partir de donn\u00e9es en temps r\u00e9el, de la criticit\u00e9 des \u00e9quipements et des modes de d\u00e9faillance, l&#039;IA peut g\u00e9n\u00e9rer automatiquement des demandes d&#039;ordres de travail, rationalisant ainsi un processus autrefois manuel et r\u00e9actif.<\/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;\">Assistant de connaissances\u00a0:<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-contrast=\"auto\">\u00a0Gr\u00e2ce \u00e0 une technologie appel\u00e9e G\u00e9n\u00e9ration augment\u00e9e par la recherche (RAG), l&#039;assistant IA est entra\u00een\u00e9 sur des documents sp\u00e9cifiques \u00e0 l&#039;hydro\u00e9lectricit\u00e9, des rapports de maintenance et des proc\u00e9dures d&#039;experts. Il peut r\u00e9pondre instantan\u00e9ment \u00e0 des questions complexes et fournir une assistance contextuelle, permettant ainsi aux \u00e9quipes d&#039;acc\u00e9der au savoir institutionnel m\u00eame en l&#039;absence de cadres sup\u00e9rieurs.<\/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;\">Recommandations proactives\u00a0:<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font: inherit; vertical-align: baseline;\" data-contrast=\"auto\">\u00a0En exploitant les donn\u00e9es de capteurs en temps r\u00e9el provenant des syst\u00e8mes IoT et SCADA, les mod\u00e8les d&#039;IA peuvent d\u00e9tecter les anomalies pr\u00e9coces et sugg\u00e9rer des actions pr\u00e9ventives. Par exemple, en cas de d\u00e9tection d&#039;une baisse r\u00e9p\u00e9t\u00e9e de la temp\u00e9rature d&#039;un palier de guidage, le syst\u00e8me peut recommander une fr\u00e9quence de maintenance adapt\u00e9e, permettant ainsi d&#039;\u00e9viter un arr\u00eat inattendu.<\/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. Illustration du flux 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>Le pouvoir des jumeaux num\u00e9riques<\/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;\">L&#039;intelligence artificielle (IA) d\u00e9ploie tout son potentiel lorsqu&#039;elle est associ\u00e9e \u00e0 un jumeau num\u00e9rique. Un jumeau num\u00e9rique est une repr\u00e9sentation virtuelle et dynamique d&#039;un actif physique, mise \u00e0 jour en continu avec des donn\u00e9es en temps r\u00e9el et enrichie de simulations. Pour une turbine hydro\u00e9lectrique, cela implique la cr\u00e9ation d&#039;une r\u00e9plique num\u00e9rique capable de simuler son fonctionnement et d&#039;anticiper les sc\u00e9narios de d\u00e9gradation.<\/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;\">L&#039;int\u00e9gration de ces deux technologies permet une nouvelle cat\u00e9gorie de strat\u00e9gies de maintenance intelligentes\u00a0:<\/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;\">Diagnostic pr\u00e9dictif\u00a0:<\/span>\u00a0Le syst\u00e8me d\u00e9tecte les anomalies pr\u00e9coces en comparant les donn\u00e9es en temps r\u00e9el des capteurs d&#039;une centrale hydro\u00e9lectrique avec le comportement pr\u00e9dit du jumeau num\u00e9rique (mod\u00e8le d&#039;ordre r\u00e9duit) du composant concern\u00e9. En cas de divergence, le module d&#039;IA analyse le ph\u00e9nom\u00e8ne et d\u00e9clenche une pr\u00e9vision de d\u00e9faillance, signalant un risque d&#039;usure des roulements ou de cavitation avant m\u00eame que le probl\u00e8me ne soit visible lors d&#039;une inspection physique.<\/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;\">Analyse des causes profondes :<\/span>\u00a0Lorsqu&#039;une alerte est d\u00e9clench\u00e9e, l&#039;assistant IA peut rapidement r\u00e9cup\u00e9rer les journaux d&#039;historique et les documents techniques gr\u00e2ce \u00e0 sa recherche RAG. Il met ensuite ces informations en corr\u00e9lation avec les r\u00e9sultats de la simulation du jumeau num\u00e9rique afin de proposer les causes profondes probables et de guider le technicien tout au long d&#039;une proc\u00e9dure de d\u00e9pannage recommand\u00e9e.<\/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. Illustration d&#039;un jumeau num\u00e9rique de moteur 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>De la maintenance pr\u00e9dictive \u00e0 l&#039;optimisation op\u00e9rationnelle<\/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;\">Au-del\u00e0 de la maintenance, l&#039;IA et les jumeaux num\u00e9riques permettent une optimisation op\u00e9rationnelle pouss\u00e9e. C&#039;est gr\u00e2ce \u00e0 eux qu&#039;un service public peut prendre des d\u00e9cisions plus \u00e9clair\u00e9es quant \u00e0 l&#039;utilisation de ses ressources, notamment ses r\u00e9serves d&#039;eau.<\/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;\">Pr\u00e9vision et planification de sc\u00e9narios\u00a0:<\/span>\u00a0Les mod\u00e8les bas\u00e9s sur l&#039;IA peuvent pr\u00e9dire des variables cl\u00e9s telles que les apports d&#039;eau et la demande \u00e9nerg\u00e9tique sur diff\u00e9rents horizons temporels, de la planification journali\u00e8re \u00e0 la planification saisonni\u00e8re. Les ing\u00e9nieurs peuvent ensuite utiliser le jumeau num\u00e9rique pour simuler des sc\u00e9narios hypoth\u00e9tiques, comme l&#039;impact d&#039;un fonctionnement \u00e0 charge partielle ou d&#039;une variation saisonni\u00e8re du d\u00e9bit.<\/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;\">Recommandations prescriptives\u00a0:<\/span>\u00a0Un moteur d&#039;optimisation transforme ces pr\u00e9visions en recommandations concr\u00e8tes et exploitables. Il contribue \u00e0 la planification de la production d&#039;\u00e9lectricit\u00e9 et \u00e0 l&#039;optimisation de l&#039;utilisation des unit\u00e9s de la centrale, d\u00e9terminant ainsi la meilleure fa\u00e7on d&#039;utiliser les r\u00e9serves d&#039;eau du r\u00e9servoir pour la production d&#039;\u00e9lectricit\u00e9, en fonction de la demande en temps r\u00e9el du gestionnaire de r\u00e9seau \u2013 le tout dans le respect des contraintes du r\u00e9seau et de la r\u00e9glementation. L&#039;objectif est de passer de la simple pr\u00e9vision \u00e0 la prescription active de la meilleure strat\u00e9gie pour am\u00e9liorer l&#039;efficacit\u00e9 et maximiser les revenus de production.<\/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;\">Justifications fond\u00e9es sur les donn\u00e9es\u00a0:<\/span>\u00a0En assurant le suivi des retards de maintenance, des d\u00e9passements de co\u00fbts et des pannes historiques, TGM Expert fournit des justifications chiffr\u00e9es pour les projets de r\u00e9habilitation. Ces donn\u00e9es structur\u00e9es facilitent les demandes de financement et les approbations d&#039;investissements, prot\u00e9geant ainsi les investissements \u00e0 long terme.<\/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. Exemples illustratifs de conversations avec l&#039;assistant IA 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>L&#039;avenir est intelligent et r\u00e9silient.<\/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>Alors que le secteur hydro\u00e9lectrique canadien doit faire face au vieillissement de ses installations et aux d\u00e9fis environnementaux, un changement de paradigme s&#039;impose. Des solutions comme TGM Expert d\u00e9montrent que l&#039;IA et les jumeaux num\u00e9riques ne sont pas une simple promesse th\u00e9orique, mais une solution concr\u00e8te et d\u00e9ployable qui peut am\u00e9liorer la prise de d\u00e9cision et prolonger la dur\u00e9e de vie des \u00e9quipements. Cette convergence favorise la maturit\u00e9 op\u00e9rationnelle et la r\u00e9silience \u00e0 long terme des actifs.<\/p><p class=\"p1\">Les entreprises de services publics qui adoptent ces technologies moderniseront non seulement leurs op\u00e9rations, mais les pr\u00e9pareront \u00e9galement \u00e0 l&#039;avenir dans un paysage \u00e9nerg\u00e9tique en constante \u00e9volution.<\/p><p class=\"p1\"><em><b>Quelles mesures les soci\u00e9t\u00e9s hydro\u00e9lectriques canadiennes peuvent-elles prendre d\u00e8s aujourd&#039;hui pour amorcer leur transition vers la maintenance pr\u00e9dictive et prescriptive\u00a0?<\/b><\/em><\/p><p class=\"p1\">La conversation se poursuit \u00e0\u00a0<a href=\"https:\/\/waterpowerweek.ca\/\"><span class=\"s1\"><b>Conf\u00e9rence canadienne sur l&#039;\u00e9nergie hydraulique<\/b><\/span><\/a>\u00a0Du 1er au 3 octobre \u00e0 Ottawa, EN Solutions Hydro pr\u00e9sentera ses travaux sur l&#039;IA et les jumeaux num\u00e9riques dans le secteur hydro\u00e9lectrique. Nous avons h\u00e2te d&#039;\u00e9changer avec les leaders de l&#039;industrie sur les moyens d&#039;acc\u00e9l\u00e9rer la transition d&#039;une exploitation r\u00e9active \u00e0 une exploitation intelligente.<\/p><p><b><span data-contrast=\"auto\">R\u00e9f\u00e9rences<\/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. \u00ab G\u00e9n\u00e9ration augment\u00e9e de donn\u00e9es personnalis\u00e9e et \u00e9valuation comparative pour l&#039;assurance qualit\u00e9 de la documentation des outils EDA \u00bb. Juillet 2024<\/li><li>Ron Beck, AspenTech. \u00ab Jumeaux num\u00e9riques et IA\u00a0: transformer les op\u00e9rations industrielles \u00bb. Disponible sur\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\">\u00a0Ing\u00e9nieur agr\u00e9\u00e9 au Qu\u00e9bec, il d\u00e9tient une ma\u00eetrise en g\u00e9nie m\u00e9canique appliqu\u00e9 \u00e0 l&#039;hydro\u00e9lectricit\u00e9 de l&#039;\u00c9cole Polytechnique de Montr\u00e9al et un certificat de professionnel en gestion de la maintenance de PEMAC. Fort d&#039;une exp\u00e9rience de plus de dix ans dans le secteur de l&#039;\u00e9nergie, notamment chez Andritz Hydro et GE Vernova, il a dirig\u00e9 d&#039;importants projets de r\u00e9novation et d&#039;installation au Canada et aux \u00c9tats-Unis. Il est le fondateur d&#039;EN Solutions Hydro, une entreprise canadienne pionni\u00e8re dans le d\u00e9veloppement de solutions de maintenance bas\u00e9es sur l&#039;intelligence artificielle pour le secteur hydro\u00e9lectrique.<\/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\/fr\/\"><span data-contrast=\"none\">Site web de l&#039;entreprise<\/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>L\u2019hydro\u00e9lectricit\u00e9 est un pilier du r\u00e9seau \u00e9nerg\u00e9tique canadien, fournissant une source d\u2019\u00e9nergie renouvelable fiable et mature. Cependant, face au vieillissement des infrastructures et aux pressions croissantes de la variabilit\u00e9 climatique, un changement strat\u00e9gique s\u2019impose. Les mod\u00e8les de maintenance traditionnels \u2013 qu\u2019ils consistent \u00e0 r\u00e9agir aux pannes ou \u00e0 suivre des calendriers fixes \u2013 ne suffisent plus.<\/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=\"fr_CA\" \/>\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. 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