{"id":76074,"date":"2026-09-22T11:59:41","date_gmt":"2026-09-22T16:59:41","guid":{"rendered":"https:\/\/colombiainteligente.org\/?p=76074"},"modified":"2026-09-22T12:03:06","modified_gmt":"2026-09-22T17:03:06","slug":"resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report","status":"publish","type":"post","link":"https:\/\/colombiainteligente.org\/es_co\/tendencias\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\/","title":{"rendered":"Resource Adequacy, Risk, and Resilience in Low-Carbon Energy System Planning: Methods, Tools, and Metrics \u2013 FINAL REPORT"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"76074\" class=\"elementor elementor-76074\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-87c6aa2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"87c6aa2\" data-element_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-558bb819\" data-id=\"558bb819\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3067325c elementor-widget elementor-widget-text-editor\" data-id=\"3067325c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.14.0 - 26-06-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p lang=\"es-MX\">La transformaci\u00f3n del sistema el\u00e9ctrico australiano hacia una participaci\u00f3n dominante de renovables variables y recursos limitados en energ\u00eda est\u00e1 alterando de forma profunda los factores que determinan la adecuaci\u00f3n de recursos y la resiliencia. Los marcos tradicionales, orientados a periodos de demanda pico y a capacidad firme instalada, dejan de capturar adecuadamente un sistema en el que la variabilidad clim\u00e1tica, el estado de carga del almacenamiento y las decisiones operativas condicionan de manera decisiva la confiabilidad. Los riesgos se concentran cada vez m\u00e1s en eventos poco frecuentes pero de alto impacto, como olas de calor, sequ\u00edas de renovables o combinaciones de fallas de modo com\u00fan, m\u00e1s que en fallos aislados de componentes bajo condiciones normales.<\/p><p lang=\"es-MX\">\u00a0<\/p><p><span lang=\"es-MX\">Para abordar estas limitaciones se desarroll\u00f3 un conjunto de herramientas de c\u00f3digo abierto compuesto por cuatro paquetes complementarios:<\/span><span lang=\"es-MX\"> ParseISP.j<\/span><span lang=\"es-MX\">l para la estructuraci\u00f3n de datos del<\/span><span lang=\"es-MX\"> Integrated System Plan, PRASNEM.j<\/span><span lang=\"es-MX\">l para evaluaciones probabil\u00edsticas sobre la suficiencia de recursos mediante simulaci\u00f3n de Monte Carlo secuencial, <\/span><span lang=\"es-MX\">SiennaNEM.jl<\/span><span lang=\"es-MX\"> para modelado detallado de costos de producci\u00f3n y <\/span><span lang=\"es-MX\">SchedNEM.jl<\/span><span lang=\"es-MX\"> para programaci\u00f3n operativa con horizonte rodante que incorpora restricciones de almacenamiento, respuesta de la demanda y previsi\u00f3n limitada. Sobre esta base se construyeron directrices de modelado realista para sistemas de almacenamiento, considerando tres aproximaciones operativas: operaci\u00f3n de alta energ\u00eda orientada a confiabilidad, operaci\u00f3n <\/span><span lang=\"es-CO\">con reducci\u00f3n de capacidad conforme a las directrices de AEMO<\/span><span lang=\"es-MX\"> y operaci\u00f3n econ\u00f3mica impulsada por arbitraje. Los resultados muestran que, a partir de 2030, las hip\u00f3tesis de operaci\u00f3n del almacenamiento modifican de manera material tanto el valor esperado de la energ\u00eda no suministrada como la forma de la distribuci\u00f3n de riesgo, en particular la cola de eventos severos medida mediante <\/span><span lang=\"es-MX\">Conditional Value at Risk<\/span><span lang=\"es-MX\">. <\/span><\/p><p lang=\"es-MX\">\u00a0<\/p><p lang=\"es-MX\">El an\u00e1lisis de recursos energ\u00e9ticos del consumidor y recursos distribuidos revela que la coordinaci\u00f3n de veh\u00edculos el\u00e9ctricos, plantas virtuales de energ\u00eda y participaci\u00f3n del lado de la demanda puede reducir de forma significativa tanto el riesgo promedio como el de cola, incluso con niveles parciales de cumplimiento. La respuesta de la demanda resulta especialmente \u00fatil como cobertura frente a la incertidumbre de operaci\u00f3n del almacenamiento, al preservar energ\u00eda para periodos cr\u00edticos. En paralelo, el perfil de riesgo del NEM bajo la trayectoria del ISP de 2024 indica que, aunque los promedios anuales pueden mantenerse dentro del est\u00e1ndar de confiabilidad, existen a\u00f1os meteorol\u00f3gicos, combinaciones de fallas y comportamientos operativos que generan riesgos materialmente superiores. Los eventos de corte de carga tienden a volverse m\u00e1s largos, de mayor magnitud y menos predecibles con enfoques centrados \u00fanicamente en la demanda pico.<\/p><p lang=\"es-MX\">\u00a0<\/p><p lang=\"es-MX\">El trabajo tambi\u00e9n propone un flujo de trabajo estructurado para el dise\u00f1o de escenarios de resiliencia, que traduce peligros clim\u00e1ticos externos en par\u00e1metros end\u00f3genos del sistema mediante tres etapas: cuantificaci\u00f3n del peligro, parametrizaci\u00f3n de drivers y triggers, e integraci\u00f3n en modelos operativos y de adecuaci\u00f3n. El caso de estudio de ola de calor extrema en 2040 ilustra c\u00f3mo la capacidad de transmisi\u00f3n, la generaci\u00f3n t\u00e9rmica y los aerogeneradores experimentan degradaci\u00f3n t\u00e9rmica de potencia, y c\u00f3mo el almacenamiento y la flexibilidad de la demanda pueden mitigar los d\u00e9ficits resultantes. En conjunto, los hallazgos subrayan la necesidad de evaluaciones multi-m\u00e9tricas que complementen promedios con m\u00e9tricas de cola, de representar expl\u00edcitamente la incertidumbre de operaci\u00f3n del almacenamiento y de integrar de manera sistem\u00e1tica los eventos clim\u00e1ticos extremos en la planificaci\u00f3n de sistemas de baja carbono.<span lang=\"en-US\">\u00a0 <\/span><\/p><p align=\"justify\"><span style=\"color: #800000;\"><b>Para leer m\u00e1s ingrese a:<\/b><\/span><\/p><p><a href=\"https:\/\/www.csiro.au\/en\/research\/technology-space\/energy\/Electricity-transition\/AR-PST\/Stage-5?ct=1790010989198\">https:\/\/www.csiro.au\/en\/research\/technology-space\/energy\/Electricity-transition\/AR-PST\/Stage-5?ct=1790010989198<\/a><\/p>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t<div style=\"text-align:center\" class=\"yasr-auto-insert-visitor\"><\/div>","protected":false},"excerpt":{"rendered":"<p>A medida que la generaci\u00f3n t\u00e9rmica se retira y el National Electricity Market australiano se apoya cada vez m\u00e1s en energ\u00edas renovables variables y recursos limitados en energ\u00eda, los marcos tradicionales de resource adequacy basados en promedios y representaciones simplificadas de almacenamiento resultan insuficientes. Este trabajo desarrolla un conjunto de herramientas de c\u00f3digo abierto, directrices de modelado realista para almacenamiento y recursos distribuidos, y un flujo de trabajo sistem\u00e1tico para dise\u00f1ar escenarios de resiliencia. Los estudios de caso en el NEM muestran que, despu\u00e9s de 2030, los riesgos de confiabilidad se concentran en eventos de baja disponibilidad renovable y agotamiento de almacenamiento, m\u00e1s que en picos de demanda aislados. Las hip\u00f3tesis de operaci\u00f3n del almacenamiento modifican de manera material tanto el nivel promedio de energ\u00eda no suministrada como la cola de riesgo. La coordinaci\u00f3n de recursos energ\u00e9ticos del consumidor, incluso con niveles parciales de participaci\u00f3n, reduce de forma significativa tanto el riesgo promedio como el de cola. El marco multi-m\u00e9trico propuesto, que incorpora Conditional Value at Risk, y el flujo de trabajo de escenarios de resiliencia orientados a olas de calor y sequ\u00edas de renovables, ofrecen una base pr\u00e1ctica para una planificaci\u00f3n robusta en sistemas cada vez m\u00e1s dependientes del clima y limitados en energ\u00eda. <\/p>","protected":false},"author":23,"featured_media":76075,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"yasr_overall_rating":0,"yasr_post_is_review":"","yasr_auto_insert_disabled":"","yasr_review_type":"","footnotes":""},"categories":[54,53],"tags":[],"class_list":["post-76074","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-energia-que-transforma","category-tendencias"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Resource Adequacy, Risk, and Resilience in Low-Carbon Energy System Planning: Methods, Tools, and Metrics \u2013 FINAL REPORT - Colombia Inteligente<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/colombiainteligente.org\/es_co\/tendencias\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Resource Adequacy, Risk, and Resilience in Low-Carbon Energy System Planning: Methods, Tools, and Metrics \u2013 FINAL REPORT - Colombia Inteligente\" \/>\n<meta property=\"og:description\" content=\"A medida que la generaci\u00f3n t\u00e9rmica se retira y el National Electricity Market australiano se apoya cada vez m\u00e1s en energ\u00edas renovables variables y recursos limitados en energ\u00eda, los marcos tradicionales de resource adequacy basados en promedios y representaciones simplificadas de almacenamiento resultan insuficientes. 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El marco multi-m\u00e9trico propuesto, que incorpora Conditional Value at Risk, y el flujo de trabajo de escenarios de resiliencia orientados a olas de calor y sequ\u00edas de renovables, ofrecen una base pr\u00e1ctica para una planificaci\u00f3n robusta en sistemas cada vez m\u00e1s dependientes del clima y limitados en energ\u00eda.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/colombiainteligente.org\/es_co\/tendencias\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\/\" \/>\n<meta property=\"og:site_name\" content=\"Colombia Inteligente\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-22T16:59:41+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-22T17:03:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/colombiainteligente.org\/wp-content\/uploads\/2026\/09\/4-Energia-473220926.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1090\" \/>\n\t<meta property=\"og:image:height\" content=\"1520\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"DIFUSI\u00d3N COLOMBIA INTELIGENTE\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@colombiaintelig\" \/>\n<meta name=\"twitter:site\" content=\"@colombiaintelig\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"DIFUSI\u00d3N COLOMBIA INTELIGENTE\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo estimado de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\\\/\"},\"author\":{\"name\":\"DIFUSI\u00d3N COLOMBIA INTELIGENTE\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#\\\/schema\\\/person\\\/e207145d548b75a6d339ff1d4d3b0432\"},\"headline\":\"Resource Adequacy, Risk, and Resilience in Low-Carbon Energy System Planning: Methods, Tools, and Metrics \u2013 FINAL REPORT\",\"datePublished\":\"2026-09-22T16:59:41+00:00\",\"dateModified\":\"2026-09-22T17:03:06+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\\\/\"},\"wordCount\":645,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/colombiainteligente.org\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/4-Energia-473220926.png\",\"articleSection\":[\"Energ\u00eda que transforma\",\"Tendencias\"],\"inLanguage\":\"es-CO\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\\\/\",\"url\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/resource-adequacy-risk-and-resilience-in-low-carbon-energy-system-planning-methods-tools-and-metrics-final-report\\\/\",\"name\":\"Resource Adequacy, Risk, and Resilience in Low-Carbon Energy System Planning: Methods, Tools, and Metrics \u2013 FINAL REPORT - 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Este trabajo desarrolla un conjunto de herramientas de c\u00f3digo abierto, directrices de modelado realista para almacenamiento y recursos distribuidos, y un flujo de trabajo sistem\u00e1tico para dise\u00f1ar escenarios de resiliencia. Los estudios de caso en el NEM muestran que, despu\u00e9s de 2030, los riesgos de confiabilidad se concentran en eventos de baja disponibilidad renovable y agotamiento de almacenamiento, m\u00e1s que en picos de demanda aislados. Las hip\u00f3tesis de operaci\u00f3n del almacenamiento modifican de manera material tanto el nivel promedio de energ\u00eda no suministrada como la cola de riesgo. La coordinaci\u00f3n de recursos energ\u00e9ticos del consumidor, incluso con niveles parciales de participaci\u00f3n, reduce de forma significativa tanto el riesgo promedio como el de cola. 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