{"id":199580,"date":"2023-12-14T17:16:07","date_gmt":"2023-12-14T16:16:07","guid":{"rendered":"https:\/\/aeeolica.org\/?p=199580"},"modified":"2023-12-14T17:16:37","modified_gmt":"2023-12-14T16:16:37","slug":"que-hay-de-inteligencia-artificial-en-la-gestion-de-las-energias-renovables","status":"publish","type":"post","link":"https:\/\/aeeolica.org\/en\/que-hay-de-inteligencia-artificial-en-la-gestion-de-las-energias-renovables\/","title":{"rendered":"\u00bfQu\u00e9 hay de Inteligencia Artificial en la gesti\u00f3n de las energ\u00edas renovables?"},"content":{"rendered":"\n<p>\u00bfC\u00f3mo hacemos que la energ\u00eda renovable sean un recurso fiable, menos variable e intermitente? La energ\u00eda renovable depende de fen\u00f3menos meteorol\u00f3gicos, como el viento o la luz del sol, que no podemos cambiar, pero que s\u00ed podemos&nbsp;<strong>conocer y predecir con ayuda del an\u00e1lisis Big Data y de la Inteligencia Artificial<\/strong>.<\/p>\n\n\n\n<p>La tecnolog\u00eda ya ha facilitado enormemente el desarrollo de las energ\u00edas renovables, pero todav\u00eda queda margen de mejora en t\u00e9rminos de precisi\u00f3n, optimizaci\u00f3n, eficiencia e innovaci\u00f3n. Para Pedro Tejedor, director del \u00e1rea de Energ\u00eda y Medioambiente del IIC, \u201cel\u00a0<strong>desarrollo de las energ\u00edas renovables<\/strong>\u00a0alcanza su m\u00e1ximo potencial gracias a la aplicaci\u00f3n de las nuevas tecnolog\u00edas a su operaci\u00f3n\u201d.<\/p>\n\n\n\n<p>Concretamente, hoy en d\u00eda se puede utilizar la&nbsp;<a href=\"https:\/\/www.iic.uam.es\/big-data\/analitica-predictiva\/\" target=\"_blank\" rel=\"noreferrer noopener\">anal\u00edtica predictiva<\/a>&nbsp;en todas las fases del ciclo de vida de las centrales renovables: su instalaci\u00f3n, la generaci\u00f3n y distribuci\u00f3n de la energ\u00eda y el mantenimiento de las redes. En este post, repasamos c\u00f3mo la tecnolog\u00eda y la&nbsp;<strong>Inteligencia Artificial<\/strong>&nbsp;pueden ayudar, desde muchos puntos de vista, en el&nbsp;<strong>uso \u00f3ptimo de las fuentes renovables<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Anal\u00edtica predictiva en la generaci\u00f3n de energ\u00edas renovables<\/h2>\n\n\n\n<p>La&nbsp;<a href=\"https:\/\/www.iic.uam.es\/soluciones\/energia\/prediccion-generacion-energia-renovable\/\">predicci\u00f3n de la generaci\u00f3n de energ\u00eda renovable<\/a>&nbsp;depende en gran parte de un buen&nbsp;<strong>an\u00e1lisis de datos meteorol\u00f3gicos<\/strong>. Ya en su dise\u00f1o, para elegir el lugar donde se va a instalar una nueva central, sea e\u00f3lica o solar, los datos hist\u00f3ricos de la meteorolog\u00eda en las localizaciones candidatas son uno de los factores determinantes para su selecci\u00f3n.<\/p>\n\n\n\n<p>Este primer an\u00e1lisis necesita en muchos casos&nbsp;<strong>terabytes de informaci\u00f3n a procesar<\/strong>, para estimar cu\u00e1nto habr\u00eda producido esa central en cada uno de los posibles lugares y as\u00ed poder elegir el m\u00e1s provechoso.<\/p>\n\n\n\n<p>M\u00e1s adelante, con los parques ya instalados y en funcionamiento, es necesario&nbsp;<strong>conocer con antelaci\u00f3n cu\u00e1nta energ\u00eda se va a producir<\/strong>. \u201cEsto permite acudir a la oferta en los mercados el\u00e9ctricos, cada vez m\u00e1s exigentes en cuanto a precisi\u00f3n, con la mejor de las predicciones de energ\u00eda\u201d, explica Pedro Tejedor. En este caso, se usan las predicciones meteorol\u00f3gicas adaptadas a la evoluci\u00f3n del parque.<\/p>\n\n\n\n<p>La mayor\u00eda de estos parques optan por\u00a0<strong>externalizar esta actividad predictiva a empresas expertas en tecnolog\u00eda y an\u00e1lisis de datos<\/strong>, como el Instituto de Ingenier\u00eda del Conocimiento (IIC). En el IIC se dispone de un sistema propio de\u00a0<a href=\"https:\/\/www.iic.uam.es\/soluciones\/energia\/prediccion-generacion-energia-renovable\/sistema-prediccion-energia-renovable\/\">predicci\u00f3n de la producci\u00f3n de energ\u00edas renovables (EA3)<\/a>\u00a0para parques de todos los tama\u00f1os y tecnolog\u00edas. Este permite elaborar pron\u00f3sticos con diferentes horizontes temporales y con la frecuencia de actualizaci\u00f3n que se necesite para ofertar en los mercados.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Redes inteligentes de energ\u00eda el\u00e9ctrica<\/h2>\n\n\n\n<p>Las energ\u00edas renovables tambi\u00e9n suponen un reto para la&nbsp;<strong>red de transporte y distribuci\u00f3n de energ\u00eda el\u00e9ctrica<\/strong>. Al ser capaces de verter energ\u00eda en pr\u00e1cticamente cualquier punto de la red, es necesario conocer de antemano cu\u00e1l va a ser esa producci\u00f3n, para prevenir saturaciones locales que podr\u00edan llegar a producir apagones. Las empresas de distribuci\u00f3n necesitan tambi\u00e9n aqu\u00ed de una elevada precisi\u00f3n para su operaci\u00f3n.<\/p>\n\n\n\n<p>Para conseguir un flujo previsible y constante de energ\u00eda, recurren a las&nbsp;<strong>Smart Grids o redes inteligentes<\/strong>, que integran&nbsp;<strong>nuevas tecnolog\u00edas para armonizar el uso de la energ\u00eda<\/strong>. Seg\u00fan explica Pedro Tejedor, \u201cRed El\u00e9ctrica de Espa\u00f1a, en su papel de regulador del sistema el\u00e9ctrico completo, tambi\u00e9n necesita de estas predicciones para que el conjunto de la red se comporte de forma fiable\u201d.<\/p>\n\n\n\n<p>Las empresas especializadas en predicciones vuelven aqu\u00ed a ser necesarias. Desde el IIC se aplica la anal\u00edtica predictiva con diferentes fines, como la predicci\u00f3n de la producci\u00f3n de energ\u00eda, que se apuntaba arriba, o de la&nbsp;<a href=\"https:\/\/www.iic.uam.es\/soluciones\/energia\/prediccion-demanda-energia\/\">demanda de energ\u00eda<\/a>. Todo ello para conseguir la&nbsp;<strong>optimizaci\u00f3n del modelo energ\u00e9tico<\/strong>, con las consecuentes ventajas econ\u00f3micas y medioambientales. Adem\u00e1s, tambi\u00e9n se pueden predecir y&nbsp;<strong>detectar incidencias t\u00e9cnicas y no t\u00e9cnicas<\/strong>, como el fraude energ\u00e9tico.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Mantenimiento y optimizaci\u00f3n de la red el\u00e9ctrica<\/h2>\n\n\n\n<p>El mantenimiento t\u00e9cnico de las centrales el\u00e9ctricas y de las redes de energ\u00eda tambi\u00e9n tiene en la tecnolog\u00eda y la IA una&nbsp;<strong>herramienta \u00fatil para adelantarse, por ejemplo, a aver\u00edas<\/strong>. En este caso, se puede predecir cu\u00e1ndo van a producirse mediante el an\u00e1lisis de la producci\u00f3n y las vibraciones y las temperaturas de los dispositivos internos de un aerogenerador o de los sistemas de conversi\u00f3n de los paneles fotovoltaicos, entre otras infraestructuras.<\/p>\n\n\n\n<p>Tambi\u00e9n se est\u00e1 utilizando la&nbsp;<strong>visi\u00f3n artificial<\/strong>&nbsp;o el&nbsp;<strong>an\u00e1lisis de im\u00e1genes obtenidas con drones<\/strong>&nbsp;para examinar las placas solares y los componentes externos de los aerogeneradores. En este sentido, el mantenimiento predictivo es \u00fatil para calcular y reducir las p\u00e9rdidas t\u00e9cnicas.<\/p>\n\n\n\n<p>Un paso m\u00e1s ser\u00eda la aplicaci\u00f3n de la&nbsp;<strong>anal\u00edtica prescriptiva<\/strong>&nbsp;para optimizar la operaci\u00f3n y el mantenimiento de centrales y redes. En el caso de las&nbsp;<strong>centrales renovables h\u00edbridas<\/strong>, por ejemplo, son necesarios&nbsp;<strong>sistemas de simulaci\u00f3n y optimizaci\u00f3n<\/strong>&nbsp;para hacer un encaje \u00f3ptimo de las diferentes fuentes de energ\u00eda en las redes, m\u00e1s en la actual coyuntura de crecimiento de la&nbsp;<strong>generaci\u00f3n de hidr\u00f3geno<\/strong>. En el IIC se ha desarrollado una herramienta que ayuda al dise\u00f1o y operaci\u00f3n \u00f3ptimas de la generaci\u00f3n renovable, las bater\u00edas e hidrolizadores.<\/p>\n\n\n\n<p>Estos son solo algunos ejemplos de lo que la tecnolog\u00eda puede hacer para&nbsp;<strong>impulsar el uso de las energ\u00edas renovables&nbsp;<\/strong>en un futuro no tan lejano. Sin embargo, para Pedro Tejedor, esto tambi\u00e9n trae nuevos retos, \u201ctanto en los mercados, donde veremos el precio de la energ\u00eda caer a mediod\u00eda debido a la gran producci\u00f3n solar, como t\u00e9cnicos, ya que habr\u00e1 que vigilar continuamente que la producci\u00f3n no exceda lo que la red pueda transportar ni la energ\u00eda que se va a consumir\u201d. El experto apuesta por una&nbsp;<strong>regulaci\u00f3n t\u00e9cnica basada en las predicciones<\/strong>, que nos permita saber cu\u00e1ndo se puede ofrecer la energ\u00eda a la red y cu\u00e1ndo almacenarla.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00bfC\u00f3mo hacemos que la energ\u00eda renovable sean un recurso fiable, menos variable e intermitente? La energ\u00eda renovable depende de fen\u00f3menos meteorol\u00f3gicos, como el viento o la luz del sol, que [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":199581,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[480],"tags":[],"class_list":["post-199580","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-newsletter-diciembre-2023"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u00bfQu\u00e9 hay de Inteligencia Artificial en la gesti\u00f3n de las energ\u00edas renovables? - Asociaci\u00f3n Empresarial E\u00f3lica<\/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:\/\/aeeolica.org\/que-hay-de-inteligencia-artificial-en-la-gestion-de-las-energias-renovables\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u00bfQu\u00e9 hay de Inteligencia Artificial en la gesti\u00f3n de las energ\u00edas renovables? - Asociaci\u00f3n Empresarial E\u00f3lica\" \/>\n<meta property=\"og:description\" content=\"\u00bfC\u00f3mo hacemos que la energ\u00eda renovable sean un recurso fiable, menos variable e intermitente? 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