{"id":7942,"date":"2025-06-24T16:53:29","date_gmt":"2025-06-24T19:53:29","guid":{"rendered":"https:\/\/dicyt.usach.cl\/?p=7942"},"modified":"2025-07-18T22:15:23","modified_gmt":"2025-07-19T01:15:23","slug":"inteligencia-artificial-inspirada-en-redes-neuronales-para-reducir-el-consumo-energetico","status":"publish","type":"post","link":"https:\/\/dicyt.usach.cl\/index.php\/inteligencia-artificial-inspirada-en-redes-neuronales-para-reducir-el-consumo-energetico\/","title":{"rendered":"Inteligencia artificial inspirada en redes neuronales para reducir el consumo energ\u00e9tico"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7942\" class=\"elementor elementor-7942\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b6f2e0 e-flex e-con-boxed e-con e-parent\" data-id=\"5b6f2e0\" 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-b1ae17b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b1ae17b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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<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-cbb5379 elementor-widget elementor-widget-video\" data-id=\"cbb5379\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=caXcWlvyWLc&amp;t=29s&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\tNeuroMetaEvo: Integraci\u00f3n de t\u00e9cnicas metaheur\u00edsticas y neurociencia para el dise\u00f1o avanzado de algoritmos neurom\u00f3rficos.\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. Javier Baladr\u00f3n, acad\u00e9mico e investigador Departamento de Ingenier\u00eda Inform\u00e1tica 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-b672ead animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"b672ead\" 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-eac44db e-flex e-con-boxed e-con e-child\" data-id=\"eac44db\" 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-6995526 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"6995526\" 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 desarrollo de sistemas de inteligencia artificial (IA) ha incrementado significativamente la demanda energ\u00e9tica y computacional, superando los l\u00edmites operacionales de las arquitecturas cl\u00e1sicas basadas en el modelo de von Neumann. Frente a este escenario, la computaci\u00f3n neurom\u00f3rfica se posiciona como una alternativa disruptiva, al replicar el comportamiento del cerebro humano mediante hardware especializado que emula neuronas y sinapsis. Esta tecnolog\u00eda, a\u00fan emergente, opera mediante redes neuronales de espigas (SNN) que procesan informaci\u00f3n como eventos el\u00e9ctricos discretos, ofreciendo ventajas como alta eficiencia energ\u00e9tica, procesamiento paralelo y adaptabilidad. A pesar del progreso en el dise\u00f1o de chips neurom\u00f3rficos por parte de empresas como Intel e IBM, el desarrollo de algoritmos capaces de aprovechar plenamente estas arquitecturas sigue siendo incipiente.\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-cb9caa2 animated-fast e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"cb9caa2\" 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-24e9ff2 e-flex e-con-boxed e-con e-child\" data-id=\"24e9ff2\" 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-26255d9 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"26255d9\" 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 de entrenamiento de redes neuronales, como la retropropagaci\u00f3n del error, no pueden aplicarse directamente a las redes neuronales de picos debido a la naturaleza no diferenciable de sus funciones de activaci\u00f3n. Esto ha generado un vac\u00edo en el desarrollo de algoritmos de entrenamiento para sistemas neurom\u00f3rficos, limitando su adopci\u00f3n y aplicaci\u00f3n a gran escala. Adem\u00e1s, entrenar redes neuronales es un problema de optimizaci\u00f3n computacionalmente complejo (NP-hard), lo que dificulta a\u00fan m\u00e1s su implementaci\u00f3n eficiente en estos nuevos entornos. Sin algoritmos adecuados, el potencial de la computaci\u00f3n neurom\u00f3rfica para transformar la IA sostenible no podr\u00e1 concretarse.\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 NeuroMetaEvo propone integrar algoritmos metaheur\u00edsticos \u2014t\u00e9cnicas de optimizaci\u00f3n inspiradas en procesos naturales como la evoluci\u00f3n o el comportamiento colectivo\u2014 con mecanismos de plasticidad neuronal y conocimientos actuales de la neurociencia computacional, para desarrollar nuevos modelos de entrenamiento en sistemas neurom\u00f3rficos. A trav\u00e9s de simulaciones en el entorno ANNarchy y pruebas experimentales en plataformas FPGA, se buscar\u00e1 evolucionar redes de neuronas de espigas que sean m\u00e1s robustas, eficientes y adaptativas, tanto para tareas de clasificaci\u00f3n como de aprendizaje por refuerzo. Esta soluci\u00f3n busca establecer una nueva base metodol\u00f3gica y tecnol\u00f3gica para el dise\u00f1o de algoritmos neurom\u00f3rficos desde una perspectiva interdisciplinaria.\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 algoritmos neurom\u00f3rficos basados en metaheur\u00edsticas y reglas de plasticidad que no dependan de gradientes<br><br>2. Optimizar par\u00e1metros clave de las redes neuronales de picos: topolog\u00eda, pesos sin\u00e1pticos, funciones neuronales y reglas de aprendizaje.<br><br>3. Validar los algoritmos mediante simulaciones con ANNarchy y pruebas a gran escala en hardware FPGA.<br><br>4. Establecer una colaboraci\u00f3n activa entre la Universidad de Santiago de Chile y la Universidad Tecnol\u00f3gica de Chemnitz (Alemania).<br><br>5. Publicar resultados en revistas cient\u00edficas de alto impacto y generar c\u00f3digo abierto disponible en la plataforma ANNarchy.\n\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\tEste proyecto busca avanzar hacia una nueva generaci\u00f3n de algoritmos para IA, capaces de operar en arquitecturas neurom\u00f3rficas con alta eficiencia energ\u00e9tica y mayor robustez. La validaci\u00f3n de estos enfoques permitir\u00e1 mejorar el rendimiento y la aplicabilidad de sistemas neurom\u00f3rficos, promoviendo una IA m\u00e1s sostenible y accesible. Adem\u00e1s, posicionar\u00e1 a Chile como un referente regional en el desarrollo de tecnolog\u00edas neurom\u00f3rficas, fortaleciendo la formaci\u00f3n de capital humano avanzado en \u00e1reas clave como la ingenier\u00eda computacional, el dise\u00f1o electr\u00f3nico y la neurociencia aplicada. La liberaci\u00f3n del c\u00f3digo en formato abierto favorecer\u00e1 la transferencia de conocimiento y la colaboraci\u00f3n internacional.\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>NeuroMetaEvo: Integraci\u00f3n de t\u00e9cnicas metaheur\u00edsticas y neurociencia para el dise\u00f1o avanzado de algoritmos neurom\u00f3rficos. Director del proyecto Dr. Javier Baladr\u00f3n, acad\u00e9mico e investigador Departamento de Ingenier\u00eda Inform\u00e1tica Usach. Contexto El desarrollo de sistemas de inteligencia artificial (IA) ha incrementado significativamente la demanda energ\u00e9tica y computacional, superando los l\u00edmites operacionales de las arquitecturas cl\u00e1sicas basadas en [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":8145,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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href=\"https:\/\/dicyt.usach.cl\/index.php\/category\/ingenieria\/\" rel=\"category tag\">Ingenier\u00eda<\/a>","rttpg_excerpt":"NeuroMetaEvo: Integraci\u00f3n de t\u00e9cnicas metaheur\u00edsticas y neurociencia para el dise\u00f1o avanzado de algoritmos neurom\u00f3rficos. Director del proyecto Dr. Javier Baladr\u00f3n, acad\u00e9mico e investigador Departamento de Ingenier\u00eda Inform\u00e1tica Usach. Contexto El desarrollo de sistemas de inteligencia artificial (IA) ha incrementado significativamente la demanda energ\u00e9tica y computacional, superando los l\u00edmites operacionales de las arquitecturas cl\u00e1sicas basadas en&hellip;","_links":{"self":[{"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/posts\/7942","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/comments?post=7942"}],"version-history":[{"count":17,"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/posts\/7942\/revisions"}],"predecessor-version":[{"id":8146,"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/posts\/7942\/revisions\/8146"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/media\/8145"}],"wp:attachment":[{"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/media?parent=7942"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/categories?post=7942"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dicyt.usach.cl\/index.php\/wp-json\/wp\/v2\/tags?post=7942"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}