{"id":74673,"date":"2026-08-25T14:24:43","date_gmt":"2026-08-25T19:24:43","guid":{"rendered":"https:\/\/colombiainteligente.org\/?p=74673"},"modified":"2026-08-25T14:26:38","modified_gmt":"2026-08-25T19:26:38","slug":"the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks","status":"publish","type":"post","link":"https:\/\/colombiainteligente.org\/es_co\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/","title":{"rendered":"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"74673\" class=\"elementor elementor-74673\" 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 align=\"justify\"><span class=\"TextRun SCXO19166871 BCX4\" lang=\"ES-CO\" xml:lang=\"ES-CO\" data-contrast=\"none\"><span class=\"NormalTextRun SCXO19166871 BCX4\">La inteligencia artificial se ha vuelto parte estructural de las redes celulares actuales, y no solo como una herramienta auxiliar de an\u00e1lisis. Bajo el paradigma <\/span><\/span><span class=\"TextRun SCXO19166871 BCX4\" lang=\"ES-CO\" xml:lang=\"ES-CO\" data-contrast=\"none\"><span class=\"NormalTextRun SCXO19166871 BCX4\">O-RAN<\/span><\/span><span class=\"TextRun SCXO19166871 BCX4\" lang=\"ES-CO\" xml:lang=\"ES-CO\" data-contrast=\"none\"><span class=\"NormalTextRun SCXO19166871 BCX4\"> (Open Radio Access Network), el Controlador de Inteligencia de Radio, conocido como RIC, utiliza algoritmos de aprendizaje autom\u00e1tico para optimizar funciones cr\u00edticas de la red en tiempo real: la asignaci\u00f3n de recursos de radio, el balanceo de carga entre celdas y la gesti\u00f3n de la eficiencia energ\u00e9tica del sistema. Este art\u00edculo, elaborado por un equipo de investigadores del Instituto de Investigaci\u00f3n en Telecomunicaciones de la Universidad de M\u00e1laga y de la empresa The Laude <\/span><span class=\"SpellingError SCXO19166871 BCX4\" aria-invalid=\"spelling\">Technology<\/span><span class=\"NormalTextRun SCXO19166871 BCX4\"> Company, parte de una constataci\u00f3n inc\u00f3moda: la misma dependencia de datos que hace posibles estas optimizaciones tambi\u00e9n abre una superficie de ataque que hasta ahora ha recibido menos atenci\u00f3n de la que merece desde la perspectiva energ\u00e9tica.<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXO19166871 BCX4\"><span class=\"SCXO19166871 BCX4\">\u00a0<\/span><br class=\"SCXO19166871 BCX4\" \/><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXO19166871 BCX4\"><span class=\"SCXO19166871 BCX4\">\u00a0<\/span><br class=\"SCXO19166871 BCX4\" \/><\/span><span class=\"TextRun SCXO19166871 BCX4\" lang=\"ES-CO\" xml:lang=\"ES-CO\" data-contrast=\"none\"><span class=\"NormalTextRun SCXO19166871 BCX4\">El razonamiento central del trabajo se desarrolla en dos etapas. Primero, los autores reconocen que actores malintencionados pueden manipular las propiedades de los datos que alimentan estos modelos para inducir un desempe\u00f1o degradado o directamente err\u00f3neo en las funciones de la red, un fen\u00f3meno bien documentado en la literatura de aprendizaje autom\u00e1tico adversarial. Segundo, y este es el aporte distintivo del estudio, se\u00f1alan que las estrategias de mitigaci\u00f3n desarrolladas para defenderse de estos ataques, aunque efectivas, no son gratuitas: exigen una carga computacional adicional que se traduce en un consumo energ\u00e9tico que rara vez se contabiliza, incluso en un momento en que la industria de telecomunicaciones presta cada vez m\u00e1s atenci\u00f3n a su huella energ\u00e9tica.<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXO19166871 BCX4\"><span class=\"SCXO19166871 BCX4\">\u00a0<\/span><br class=\"SCXO19166871 BCX4\" \/><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXO19166871 BCX4\"><span class=\"SCXO19166871 BCX4\">\u00a0<\/span><br class=\"SCXO19166871 BCX4\" \/><\/span><span class=\"TextRun SCXO19166871 BCX4\" lang=\"ES-CO\" xml:lang=\"ES-CO\" data-contrast=\"none\"><span class=\"NormalTextRun SCXO19166871 BCX4\">Para sustentar este argumento, el equipo caracteriza emp\u00edricamente el consumo energ\u00e9tico asociado a la aplicaci\u00f3n de una t\u00e9cnica de defensa espec\u00edfica frente a ataques sobre los modelos de aprendizaje autom\u00e1tico que operan dentro del RIC. Este ejercicio de caracterizaci\u00f3n busca hacer visible un costo que las evaluaciones de seguridad convencionales tienden a dejar fuera de sus m\u00e9tricas, centradas casi exclusivamente en la efectividad de la defensa frente al ataque, sin considerar el gasto energ\u00e9tico que dicha defensa implica en la pr\u00e1ctica.<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXO19166871 BCX4\"><span class=\"SCXO19166871 BCX4\">\u00a0<\/span><br class=\"SCXO19166871 BCX4\" \/><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXO19166871 BCX4\"><span class=\"SCXO19166871 BCX4\">\u00a0<\/span><br class=\"SCXO19166871 BCX4\" \/><\/span><span class=\"TextRun SCXO19166871 BCX4\" lang=\"ES-CO\" xml:lang=\"ES-CO\" data-contrast=\"none\"><span class=\"NormalTextRun SCXO19166871 BCX4\">La conclusi\u00f3n que se desprende de este ejercicio no es meramente t\u00e9cnica sino tambi\u00e9n estrat\u00e9gica para quienes dise\u00f1an y operan redes celulares: existe una tensi\u00f3n de tres v\u00edas, dif\u00edcil de resolver de manera simult\u00e1nea, entre la precisi\u00f3n de los modelos de inteligencia artificial, su robustez frente a manipulaciones adversariales y su eficiencia energ\u00e9tica. Reforzar cualquiera de estos tres atributos tiende a comprometer alguno de los otros dos, lo que obliga a operadores y fabricantes de equipos a tomar decisiones expl\u00edcitas de compromiso en lugar de asumir que la seguridad se puede a\u00f1adir sin costo energ\u00e9tico adicional. Para profesionales del sector energ\u00e9tico colombiano involucrados en telecomunicaciones, redes inteligentes o infraestructura cr\u00edtica que incorpora inteligencia artificial, el estudio ofrece un llamado de atenci\u00f3n relevante: la ciberseguridad de los sistemas digitales que soportan la operaci\u00f3n de infraestructuras cr\u00edticas, incluidas las redes el\u00e9ctricas inteligentes, no puede evaluarse \u00fanicamente en t\u00e9rminos de eficacia frente a amenazas, sino que debe incorporar tambi\u00e9n su costo energ\u00e9tico como una variable de dise\u00f1o de primer orden.<\/span><\/span><span class=\"EOP SCXO19166871 BCX4\">\u00a0<\/span><\/p><p align=\"justify\"><span style=\"color: #800000;\"><b>Para leer m\u00e1s ingrese a:<\/b><\/span><\/p><p><a href=\"https:\/\/arxiv.org\/pdf\/2608.12431v1\">https:\/\/arxiv.org\/pdf\/2608.12431v1<\/a><\/p><p>\u00a0<\/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>Este art\u00edculo, elaborado por investigadores del Instituto de Investigaci\u00f3n en Telecomunicaciones (TELMA) de la Universidad de M\u00e1laga junto con la empresa The Laude Technology Company, examina un costo generalmente ignorado en la seguridad de las redes celulares modernas: el gasto energ\u00e9tico de defenderlas frente a ataques dirigidos a sus algoritmos de inteligencia artificial. Los autores parten del papel central que hoy cumple el aprendizaje autom\u00e1tico dentro del paradigma O-RAN, donde el Controlador de Inteligencia de Radio (RIC) optimiza funciones como la asignaci\u00f3n de recursos, el balanceo de carga y la eficiencia energ\u00e9tica de la red. Sin embargo, esa dependencia de los datos abre una vulnerabilidad de seguridad concreta: actores maliciosos pueden alterar las propiedades de los datos de entrada para degradar deliberadamente el desempe\u00f1o de estos modelos. El estudio caracteriza el consumo energ\u00e9tico de una t\u00e9cnica de mitigaci\u00f3n frente a este tipo de ataques y expone la tensi\u00f3n que surge entre tres objetivos simult\u00e1neos dif\u00edciles de conciliar: precisi\u00f3n del modelo, robustez frente a manipulaciones y eficiencia energ\u00e9tica. El trabajo, de siete p\u00e1ginas, fue sometido a la revista IEEE Communications Magazine.<\/p>","protected":false},"author":23,"featured_media":74674,"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":[55,53],"tags":[],"class_list":["post-74673","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-digitalizacion","category-tendencias"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0 - 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\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0 - Colombia Inteligente\" \/>\n<meta property=\"og:description\" content=\"Este art\u00edculo, elaborado por investigadores del Instituto de Investigaci\u00f3n en Telecomunicaciones (TELMA) de la Universidad de M\u00e1laga junto con la empresa The Laude Technology Company, examina un costo generalmente ignorado en la seguridad de las redes celulares modernas: el gasto energ\u00e9tico de defenderlas frente a ataques dirigidos a sus algoritmos de inteligencia artificial. Los autores parten del papel central que hoy cumple el aprendizaje autom\u00e1tico dentro del paradigma O-RAN, donde el Controlador de Inteligencia de Radio (RIC) optimiza funciones como la asignaci\u00f3n de recursos, el balanceo de carga y la eficiencia energ\u00e9tica de la red. Sin embargo, esa dependencia de los datos abre una vulnerabilidad de seguridad concreta: actores maliciosos pueden alterar las propiedades de los datos de entrada para degradar deliberadamente el desempe\u00f1o de estos modelos. El estudio caracteriza el consumo energ\u00e9tico de una t\u00e9cnica de mitigaci\u00f3n frente a este tipo de ataques y expone la tensi\u00f3n que surge entre tres objetivos simult\u00e1neos dif\u00edciles de conciliar: precisi\u00f3n del modelo, robustez frente a manipulaciones y eficiencia energ\u00e9tica. El trabajo, de siete p\u00e1ginas, fue sometido a la revista IEEE Communications Magazine.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/colombiainteligente.org\/es_co\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/\" \/>\n<meta property=\"og:site_name\" content=\"Colombia Inteligente\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-25T19:24:43+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-25T19:26:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/colombiainteligente.org\/wp-content\/uploads\/2026\/08\/2-Digitalizacion-4690826.png\" \/>\n\t<meta property=\"og:image:width\" content=\"820\" \/>\n\t<meta property=\"og:image:height\" content=\"1056\" \/>\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\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/\"},\"author\":{\"name\":\"DIFUSI\u00d3N COLOMBIA INTELIGENTE\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#\\\/schema\\\/person\\\/e207145d548b75a6d339ff1d4d3b0432\"},\"headline\":\"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0\",\"datePublished\":\"2026-08-25T19:24:43+00:00\",\"dateModified\":\"2026-08-25T19:26:38+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/\"},\"wordCount\":580,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/colombiainteligente.org\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/2-Digitalizacion-4690826.png\",\"articleSection\":[\"Digitalizaci\u00f3n\",\"Tendencias\"],\"inLanguage\":\"es-CO\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/\",\"url\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/\",\"name\":\"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0 - Colombia Inteligente\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/colombiainteligente.org\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/2-Digitalizacion-4690826.png\",\"datePublished\":\"2026-08-25T19:24:43+00:00\",\"dateModified\":\"2026-08-25T19:26:38+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/#breadcrumb\"},\"inLanguage\":\"es-CO\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es-CO\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/#primaryimage\",\"url\":\"https:\\\/\\\/colombiainteligente.org\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/2-Digitalizacion-4690826.png\",\"contentUrl\":\"https:\\\/\\\/colombiainteligente.org\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/2-Digitalizacion-4690826.png\",\"width\":820,\"height\":1056},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/tendencias\\\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Portada\",\"item\":\"https:\\\/\\\/colombiainteligente.org\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#website\",\"url\":\"https:\\\/\\\/colombiainteligente.org\\\/\",\"name\":\"Colombia Inteligente\",\"description\":\"Alianza estrat\u00e9gica, conformada por empresas y entidades, para la inserci\u00f3n integral y eficiente de las redes inteligentes a la infraestructura del sector el\u00e9ctrico colombiano\",\"publisher\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/colombiainteligente.org\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es-CO\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#organization\",\"name\":\"Colombia Inteligente\",\"url\":\"https:\\\/\\\/colombiainteligente.org\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es-CO\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/colombiainteligente.org\\\/wp-content\\\/uploads\\\/2022\\\/07\\\/Image.png\",\"contentUrl\":\"https:\\\/\\\/colombiainteligente.org\\\/wp-content\\\/uploads\\\/2022\\\/07\\\/Image.png\",\"width\":588,\"height\":274,\"caption\":\"Colombia Inteligente\"},\"image\":{\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/colombiaintelig\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/colombiainteligente\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/colombiainteligente.org\\\/#\\\/schema\\\/person\\\/e207145d548b75a6d339ff1d4d3b0432\",\"name\":\"DIFUSI\u00d3N COLOMBIA INTELIGENTE\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es-CO\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/df2e679ff2abf288cf4bf58830dad897e596908105ec8969f50f748a6d837869?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/df2e679ff2abf288cf4bf58830dad897e596908105ec8969f50f748a6d837869?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/df2e679ff2abf288cf4bf58830dad897e596908105ec8969f50f748a6d837869?s=96&d=mm&r=g\",\"caption\":\"DIFUSI\u00d3N COLOMBIA INTELIGENTE\"},\"url\":\"https:\\\/\\\/colombiainteligente.org\\\/es_co\\\/author\\\/difusioncolombiainteligente-org\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0 - Colombia Inteligente","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/colombiainteligente.org\/es_co\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/","og_locale":"es_ES","og_type":"article","og_title":"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0 - Colombia Inteligente","og_description":"Este art\u00edculo, elaborado por investigadores del Instituto de Investigaci\u00f3n en Telecomunicaciones (TELMA) de la Universidad de M\u00e1laga junto con la empresa The Laude Technology Company, examina un costo generalmente ignorado en la seguridad de las redes celulares modernas: el gasto energ\u00e9tico de defenderlas frente a ataques dirigidos a sus algoritmos de inteligencia artificial. Los autores parten del papel central que hoy cumple el aprendizaje autom\u00e1tico dentro del paradigma O-RAN, donde el Controlador de Inteligencia de Radio (RIC) optimiza funciones como la asignaci\u00f3n de recursos, el balanceo de carga y la eficiencia energ\u00e9tica de la red. Sin embargo, esa dependencia de los datos abre una vulnerabilidad de seguridad concreta: actores maliciosos pueden alterar las propiedades de los datos de entrada para degradar deliberadamente el desempe\u00f1o de estos modelos. El estudio caracteriza el consumo energ\u00e9tico de una t\u00e9cnica de mitigaci\u00f3n frente a este tipo de ataques y expone la tensi\u00f3n que surge entre tres objetivos simult\u00e1neos dif\u00edciles de conciliar: precisi\u00f3n del modelo, robustez frente a manipulaciones y eficiencia energ\u00e9tica. El trabajo, de siete p\u00e1ginas, fue sometido a la revista IEEE Communications Magazine.","og_url":"https:\/\/colombiainteligente.org\/es_co\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/","og_site_name":"Colombia Inteligente","article_published_time":"2026-08-25T19:24:43+00:00","article_modified_time":"2026-08-25T19:26:38+00:00","og_image":[{"width":820,"height":1056,"url":"https:\/\/colombiainteligente.org\/wp-content\/uploads\/2026\/08\/2-Digitalizacion-4690826.png","type":"image\/png"}],"author":"DIFUSI\u00d3N COLOMBIA INTELIGENTE","twitter_card":"summary_large_image","twitter_creator":"@colombiaintelig","twitter_site":"@colombiaintelig","twitter_misc":{"Escrito por":"DIFUSI\u00d3N COLOMBIA INTELIGENTE","Tiempo estimado de lectura":"3 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/#article","isPartOf":{"@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/"},"author":{"name":"DIFUSI\u00d3N COLOMBIA INTELIGENTE","@id":"https:\/\/colombiainteligente.org\/#\/schema\/person\/e207145d548b75a6d339ff1d4d3b0432"},"headline":"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0","datePublished":"2026-08-25T19:24:43+00:00","dateModified":"2026-08-25T19:26:38+00:00","mainEntityOfPage":{"@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/"},"wordCount":580,"commentCount":0,"publisher":{"@id":"https:\/\/colombiainteligente.org\/#organization"},"image":{"@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/#primaryimage"},"thumbnailUrl":"https:\/\/colombiainteligente.org\/wp-content\/uploads\/2026\/08\/2-Digitalizacion-4690826.png","articleSection":["Digitalizaci\u00f3n","Tendencias"],"inLanguage":"es-CO","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/","url":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/","name":"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0 - Colombia Inteligente","isPartOf":{"@id":"https:\/\/colombiainteligente.org\/#website"},"primaryImageOfPage":{"@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/#primaryimage"},"image":{"@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/#primaryimage"},"thumbnailUrl":"https:\/\/colombiainteligente.org\/wp-content\/uploads\/2026\/08\/2-Digitalizacion-4690826.png","datePublished":"2026-08-25T19:24:43+00:00","dateModified":"2026-08-25T19:26:38+00:00","breadcrumb":{"@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/#breadcrumb"},"inLanguage":"es-CO","potentialAction":[{"@type":"ReadAction","target":["https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/"]}]},{"@type":"ImageObject","inLanguage":"es-CO","@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/#primaryimage","url":"https:\/\/colombiainteligente.org\/wp-content\/uploads\/2026\/08\/2-Digitalizacion-4690826.png","contentUrl":"https:\/\/colombiainteligente.org\/wp-content\/uploads\/2026\/08\/2-Digitalizacion-4690826.png","width":820,"height":1056},{"@type":"BreadcrumbList","@id":"https:\/\/colombiainteligente.org\/tendencias\/the-energetic-cost-of-mitigating-ai-attacks-in-cellular-networks\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/colombiainteligente.org\/"},{"@type":"ListItem","position":2,"name":"The\u00a0Energetic\u00a0Cost\u00a0of\u00a0Mitigating\u00a0AI\u00a0Attacks\u00a0in\u00a0Cellular\u00a0Networks\u00a0"}]},{"@type":"WebSite","@id":"https:\/\/colombiainteligente.org\/#website","url":"https:\/\/colombiainteligente.org\/","name":"Colombia Inteligente","description":"Alianza estrat\u00e9gica, conformada por empresas y entidades, para la inserci\u00f3n integral y eficiente de las redes inteligentes a la infraestructura del sector el\u00e9ctrico colombiano","publisher":{"@id":"https:\/\/colombiainteligente.org\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/colombiainteligente.org\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es-CO"},{"@type":"Organization","@id":"https:\/\/colombiainteligente.org\/#organization","name":"Colombia Inteligente","url":"https:\/\/colombiainteligente.org\/","logo":{"@type":"ImageObject","inLanguage":"es-CO","@id":"https:\/\/colombiainteligente.org\/#\/schema\/logo\/image\/","url":"https:\/\/colombiainteligente.org\/wp-content\/uploads\/2022\/07\/Image.png","contentUrl":"https:\/\/colombiainteligente.org\/wp-content\/uploads\/2022\/07\/Image.png","width":588,"height":274,"caption":"Colombia Inteligente"},"image":{"@id":"https:\/\/colombiainteligente.org\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/colombiaintelig","https:\/\/www.linkedin.com\/company\/colombiainteligente\/"]},{"@type":"Person","@id":"https:\/\/colombiainteligente.org\/#\/schema\/person\/e207145d548b75a6d339ff1d4d3b0432","name":"DIFUSI\u00d3N COLOMBIA INTELIGENTE","image":{"@type":"ImageObject","inLanguage":"es-CO","@id":"https:\/\/secure.gravatar.com\/avatar\/df2e679ff2abf288cf4bf58830dad897e596908105ec8969f50f748a6d837869?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/df2e679ff2abf288cf4bf58830dad897e596908105ec8969f50f748a6d837869?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/df2e679ff2abf288cf4bf58830dad897e596908105ec8969f50f748a6d837869?s=96&d=mm&r=g","caption":"DIFUSI\u00d3N COLOMBIA INTELIGENTE"},"url":"https:\/\/colombiainteligente.org\/es_co\/author\/difusioncolombiainteligente-org\/"}]}},"yasr_visitor_votes":{"number_of_votes":0,"sum_votes":0,"stars_attributes":{"read_only":false,"span_bottom":false}},"_links":{"self":[{"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/posts\/74673","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/comments?post=74673"}],"version-history":[{"count":7,"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/posts\/74673\/revisions"}],"predecessor-version":[{"id":74682,"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/posts\/74673\/revisions\/74682"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/media\/74674"}],"wp:attachment":[{"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/media?parent=74673"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/categories?post=74673"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/colombiainteligente.org\/es_co\/wp-json\/wp\/v2\/tags?post=74673"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}