{"id":25478,"date":"2022-10-20T18:09:15","date_gmt":"2022-10-20T16:09:15","guid":{"rendered":"https:\/\/networks.imdea.org\/?p=25478"},"modified":"2022-10-20T18:12:14","modified_gmt":"2022-10-20T16:12:14","slug":"claudio-fiandrino-tells-us-about-his-experience-in-the-usa-as-a-fulbright-scholar","status":"publish","type":"post","link":"https:\/\/networks.imdea.org\/es\/claudio-fiandrino-nos-cuenta-su-experiencia-en-estados-unidos-como-becario-fulbright\/","title":{"rendered":"Claudio Fiandrino nos cuenta su experiencia en Estados Unidos como becario Fulbright"},"content":{"rendered":"<p>La <strong>Inteligencia Artificial<\/strong> (IA) estar\u00e1 en el centro de la infraestructura de las redes m\u00f3viles m\u00e1s all\u00e1 de la quinta generaci\u00f3n (5G), as\u00ed como de la futura sexta generaci\u00f3n (6G), permitiendo una toma de decisiones mucho m\u00e1s r\u00e1pida y eficaz en las operaciones de programaci\u00f3n, control y orquestaci\u00f3n de los sistemas de comunicaci\u00f3n de extremo a extremo. La gran mayor\u00eda de los modelos de IA suelen considerarse de \u201ccaja negra\u201d. Es decir, es muy dif\u00edcil entender el funcionamiento subyacente y las razones por las que los modelos han realizado determinadas acciones. En los \u00faltimos a\u00f1os, el inter\u00e9s por promover la confianza y la interpretabilidad de la IA ha cobrado impulso, pero en el contexto de las redes m\u00f3viles a\u00fan se encuentra en una fase temprana de conceptualizaci\u00f3n.<\/p>\n<p>Con el objetivo de promover el uso interpretable y de confianza de la Inteligencia Artificial en las redes m\u00f3viles de pr\u00f3xima generaci\u00f3n, <a href=\"https:\/\/networks.imdea.org\/es\/equipo\/equipo-imdea-networks\/personas\/claudio-fiandrino\/\" target=\"_blank\" rel=\"noopener\">Claudio Fiandrino<\/a>, investigador postdoctoral en IMDEA Networks, decidi\u00f3 centrarse en la Red de Acceso de Radio (RAN, por sus siglas en ingl\u00e9s). Para ello, Claudio solicit\u00f3 y <strong>obtuvo una doble beca de movilidad, Jos\u00e9 Castillejo (ESP) y Fulbright (USA)<\/strong>. Esta \u00faltima es conocida internacionalmente por aportar mejoras de calidad y excelencia con movilidad global. Los galardonados son seleccionados con criterios de transparencia, basados en el m\u00e9rito acad\u00e9mico y profesional y en el potencial de liderazgo. Adem\u00e1s, tienen la suerte de estudiar, ense\u00f1ar e investigar en otro pa\u00eds pero, sobre todo, de intercambiar ideas y contribuir a encontrar soluciones a retos e intereses de alcance global. Una visita Fulbright no es s\u00f3lo acad\u00e9mica. En el programa de enriquecimiento, se anima a los Fulbrighters a realizar actividades que permitan aprender sobre los Estados Unidos, su sociedad, su cultura y sus costumbres.<\/p>\n<p>La <strong>RAN est\u00e1 en la vanguardia de las redes de comunicaciones m\u00f3viles<\/strong>, ya que proporciona una interacci\u00f3n directa entre las personas usuarias y la red. En la actualidad, se est\u00e1 realizando un enorme esfuerzo para mejorar la RAN. El objetivo es llevar las actuales unidades monol\u00edticas no flexibles que implementan todas las capas de la pila de protocolos a un sistema basado en componentes desagregados, virtualizados y basados en software construidos por m\u00faltiples proveedores y que son interoperables a trav\u00e9s de interfaces abiertas y estandarizadas. La Alianza <strong>Open-RAN<\/strong> (O-RAN) est\u00e1 impulsando estos esfuerzos y, adem\u00e1s de la apertura, el segundo pilar sobre el que se basa la visi\u00f3n de O-RAN es la inteligencia. A trav\u00e9s de una capa de abstracci\u00f3n centralizada, los componentes de software programables pueden ejecutar rutinas con control de bucle cerrado para optimizar las operaciones de la RAN.<\/p>\n<p>\u00abSab\u00eda que uno de los principales grupos que trabajan en el uso de la IA en el contexto de la O-RAN es el <strong>grupo de Tommaso Melodia<\/strong>. Comenzar una nueva l\u00ednea de investigaci\u00f3n siempre es dif\u00edcil, por lo que era crucial para m\u00ed ponerme en contacto con un grupo s\u00f3lido, con un profundo conocimiento experto y con recursos. En concreto, me refiero a las plataformas inal\u00e1mbricas disponibles en la Northeastern University, como el emulador de redes inal\u00e1mbricas Colosseum. Si experimentar con la IA es complejo, experimentar con las redes inal\u00e1mbricas tampoco es f\u00e1cil, por lo que utilizar estas plataformas me proporcionar\u00eda la capacidad de controlar program\u00e1ticamente los experimentos inal\u00e1mbricos. A su vez, esto me dar\u00eda la posibilidad de concentrarme plenamente en la construcci\u00f3n de nuevas herramientas y t\u00e9cnicas para analizar la IA desde el punto de vista de la interpretabilidad y la robustez\u00bb, dice Claudio. Por eso, inmediatamente aplic\u00f3 a las becas de movilidad, gracias a las cuales pudo conocer de primera mano la investigaci\u00f3n que estaban llevando a cabo all\u00ed en su \u00e1rea de estudio.<\/p>\n<p>Durante su visita de cuatro meses en Estados Unidos, Claudio ha estudiado <strong>una de las soluciones basadas en IA<\/strong> desarrolladas por el grupo de Tommaso Melodia. Dicha soluci\u00f3n utiliza el <strong>aprendizaje profundo por refuerzo<\/strong> (DRL) para la asignaci\u00f3n de recursos en el contexto de la fragmentaci\u00f3n de la red y fue desarrollada con [<a href=\"https:\/\/openrangym.com\/\" target=\"_blank\" rel=\"noopener\">OpenRAN Gym<\/a>], una caja de herramientas experimental unificada compatible con O-RAN que consta de plataformas inal\u00e1mbricas experimentales como Colosseum, RAN softwarizada, marco de recopilaci\u00f3n y control de datos y arquitectura de control O-RAN. \u00abLos resultados iniciales sobre el aspecto de la explicabilidad son prometedores: pudimos sintetizar explicaciones sobre el comportamiento de los agentes DRL y observar la consistencia en la toma de decisiones a trav\u00e9s de los cortes de la red en una amplia gama de experimentos. Ahora bien, disponer de tales conocimientos es \u00fatil, pero c\u00f3mo aprovecharlos eficazmente es el siguiente reto que tenemos por delante\u00bb, concluye.<\/p>","protected":false},"excerpt":{"rendered":"La Inteligencia Artificial (IA) estar\u00e1 en el centro de la infraestructura de las redes m\u00f3viles m\u00e1s all\u00e1 de la quinta generaci\u00f3n (5G), as\u00ed como de la futura sexta generaci\u00f3n (6G), permitiendo una toma de decisiones mucho m\u00e1s r\u00e1pida y eficaz en las operaciones de programaci\u00f3n, control y orquestaci\u00f3n de los sistemas de comunicaci\u00f3n de extremo&#8230;","protected":false},"author":145,"featured_media":25479,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[468,464,465,494,472,476],"class_list":["post-25478","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sin-categoria","tag-5g","tag-imdea-networks","tag-internet","tag-machine-learning","tag-wireless-communications","tag-wireless-networking"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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