{"id":7426,"date":"2025-05-07T18:26:16","date_gmt":"2025-05-07T21:26:16","guid":{"rendered":"https:\/\/dicyt.usach.cl\/?p=7426"},"modified":"2025-06-27T18:12:28","modified_gmt":"2025-06-27T21:12:28","slug":"inteligencia-artificial-para-anticipar-riesgos-en-el-sistema-electrico-frente-al-cambio-climatico","status":"publish","type":"post","link":"https:\/\/dicyt.usach.cl\/index.php\/inteligencia-artificial-para-anticipar-riesgos-en-el-sistema-electrico-frente-al-cambio-climatico\/","title":{"rendered":"Inteligencia artificial para anticipar riesgos en el sistema el\u00e9ctrico frente al cambio clim\u00e1tico"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7426\" class=\"elementor elementor-7426\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f362043 animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"f362043\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-593b385 e-flex e-con-boxed e-con e-child\" data-id=\"593b385\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59eedc8 elementor-widget elementor-widget-video\" data-id=\"59eedc8\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=F7w7b0MX1BM&amp;list=PLAhmlASb3v1BUJjeL9U--nciebw_y5i8y&amp;index=1&amp;ab_channel=Investigaci%C3%B3n%2CInnovaci%C3%B3nyCreaci%C3%B3nUSACH%28VRIIC%29&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf480d2 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"cf480d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSimulaciones m\u00e1s r\u00e1pidas que el tiempo real usando modelos reducidos basados en datos para evaluaciones din\u00e1micas de seguridad en l\u00ednea\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bb696a6 animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"bb696a6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-45fc0da e-flex e-con-boxed e-con e-child\" data-id=\"45fc0da\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fc96780 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"fc96780\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-user\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDirector del proyecto\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDr. H\u00e9ctor Ch\u00e1vez, Acad\u00e9mico e investigador del Departamento de Ingenier\u00eda El\u00e9ctrica, Facultad de Ingenier\u00eda Usach.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e8543da animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"e8543da\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4c203a4 e-flex e-con-boxed e-con e-child\" data-id=\"4c203a4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cec532d elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"cec532d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Capa_1\" data-name=\"Capa 1\" viewBox=\"0 0 384 382.5\"><path d=\"M0,0H112.27V67.41H67.77V315h44.55V382.5H0ZM22.76,22.64V359.69h67v-22.3H45.27V44.79H89.78V22.64Z\"><\/path><path d=\"M384,382.5H271.73V315.08h44.5V67.55H271.68V0H384Zm-22.74-22.67v-337H294.19V45.06h44.57v292.6H294.2v22.17Z\"><\/path><path d=\"M293.82,90.26v22H90.3v-22Z\"><\/path><path d=\"M293.82,135.25v22.07H90.29V135.25Z\"><\/path><path d=\"M293.83,180.26v22H90.18v-22Z\"><\/path><path d=\"M90.17,247.24V225.19H293.69v22.05Z\"><\/path><path d=\"M293.83,270.25v22.06H90.3V270.25Z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tContexto\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tEl cambio clim\u00e1tico ha generado una transformaci\u00f3n profunda en los sistemas el\u00e9ctricos: la generaci\u00f3n basada en combustibles f\u00f3siles est\u00e1 siendo reemplazada por fuentes carbono-neutrales como la e\u00f3lica, solar y marina, mientras que sectores como transporte, calefacci\u00f3n y refrigeraci\u00f3n migran a soluciones el\u00e9ctricas. Esto aumenta significativamente la complejidad, variabilidad e incertidumbre en la operaci\u00f3n del sistema el\u00e9ctrico. Adem\u00e1s, el propio cambio clim\u00e1tico genera condiciones meteorol\u00f3gicas m\u00e1s extremas e impredecibles, afectando patrones de consumo y poniendo bajo presi\u00f3n la infraestructura el\u00e9ctrica.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03db584 animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"03db584\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-eaef48d e-flex e-con-boxed e-con e-child\" data-id=\"eaef48d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c67bb85 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"c67bb85\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-question-circle\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tProblema\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tLos m\u00e9todos tradicionales para garantizar la seguridad din\u00e1mica de los sistemas el\u00e9ctricos ya no son suficientes. Los modelos f\u00edsicos detallados, que antes permit\u00edan evaluar escenarios uno a uno mediante simulaciones previas a la operaci\u00f3n, se vuelven ineficaces frente al aumento de escenarios plausibles y a la mayor granularidad requerida por las tecnolog\u00edas modernas basadas en electr\u00f3nica de potencia. Esto hace inabordable la evaluaci\u00f3n anticipada de seguridad bajo los paradigmas actuales.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d184e5f animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"d184e5f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-062081c e-flex e-con-boxed e-con e-child\" data-id=\"062081c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aee69af elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"aee69af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-lightbulb\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSoluci\u00f3n\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tEl proyecto propone desarrollar un marco de simulaci\u00f3n m\u00e1s r\u00e1pido que el tiempo real, basado en modelos reducidos del sistema el\u00e9ctrico alimentados por algoritmos de an\u00e1lisis de datos. Este marco permitir\u00e1 evaluar m\u00faltiples escenarios y eventos din\u00e1micos relevantes antes de la operaci\u00f3n en l\u00ednea, anticipando condiciones inseguras y adapt\u00e1ndose a la nueva complejidad del sistema.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-50c6383 animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"50c6383\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-411c555 e-flex e-con-boxed e-con e-child\" data-id=\"411c555\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5092028 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"5092028\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chart-line\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tObjetivos\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t1. Desarrollar t\u00e9cnicas matem\u00e1ticas espec\u00edficas para construir modelos reducidos, basados en datos, que representen el comportamiento din\u00e1mico y variable del sistema el\u00e9ctrico.<br><br>2. Definir un conjunto de eventos din\u00e1micos operativos relevantes y escenarios plausibles para el caso chileno.<br><br>3. Implementar simulaciones m\u00e1s r\u00e1pidas que el tiempo real para identificar condiciones de inseguridad antes de la operaci\u00f3n.<br><br>4. Validar la hip\u00f3tesis del proyecto mediante un simulador de sistemas el\u00e9ctricos en tiempo real.<br><br>5. Difundir los resultados en eventos internacionales, congresos cient\u00edficos y publicaciones indexadas, adem\u00e1s de contribuir a la formaci\u00f3n de capital humano con la participaci\u00f3n de estudiantes de pregrado, mag\u00edster y doctorado.\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0ce76ff animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"0ce76ff\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8d5ec74 e-flex e-con-boxed e-con e-child\" data-id=\"8d5ec74\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0bec8f1 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"0bec8f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chart-line\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tBeneficios\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tEl proyecto permitir\u00e1 anticipar de mejor forma los riesgos din\u00e1micos en sistemas el\u00e9ctricos carbono-neutrales, mejorando as\u00ed la capacidad de operaci\u00f3n segura frente a la creciente variabilidad e incertidumbre del sistema. Adem\u00e1s, reducir\u00e1 los costos computacionales al emplear modelos reducidos y simulaciones eficientes, optimizando recursos y tiempos. A nivel nacional, fortalecer\u00e1 la infraestructura el\u00e9ctrica en Chile para enfrentar los desaf\u00edos que impone la transici\u00f3n energ\u00e9tica. Finalmente, promover\u00e1 el desarrollo de capital humano interdisciplinario, combinando los campos de la ingenier\u00eda el\u00e9ctrica y las ciencias de datos, lo que aportar\u00e1 a la formaci\u00f3n de profesionales especializados y al avance del conocimiento en estas \u00e1reas.\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bee2e56 animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"bee2e56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Simulaciones m\u00e1s r\u00e1pidas que el tiempo real usando modelos reducidos basados en datos para evaluaciones din\u00e1micas de seguridad en l\u00ednea Director del proyecto Dr. H\u00e9ctor Ch\u00e1vez, Acad\u00e9mico e investigador del Departamento de Ingenier\u00eda El\u00e9ctrica, Facultad de Ingenier\u00eda Usach. Contexto El cambio clim\u00e1tico ha generado una transformaci\u00f3n profunda en los sistemas el\u00e9ctricos: la generaci\u00f3n basada en 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