{"id":213,"date":"2025-12-16T10:01:42","date_gmt":"2025-12-16T10:01:42","guid":{"rendered":"https:\/\/www.sendoa.eus\/2025\/12\/16\/prueba-2\/"},"modified":"2026-02-12T07:30:05","modified_gmt":"2026-02-12T07:30:05","slug":"prueba-2","status":"publish","type":"post","link":"https:\/\/www.sendoa.eus\/es\/2025\/12\/16\/prueba-2\/","title":{"rendered":"Publican en Applied Sciences un art\u00edculo nuestro sobre control de planta t\u00e9rmica mediante lenguaje natural"},"content":{"rendered":"[vc_row type=\u00bbin_container\u00bb full_screen_row_position=\u00bbmiddle\u00bb column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb scene_position=\u00bbcenter\u00bb text_color=\u00bbdark\u00bb text_align=\u00bbleft\u00bb row_border_radius=\u00bbnone\u00bb row_border_radius_applies=\u00bbbg\u00bb row_position_desktop=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3″ gradient_direction=\u00bbleft_to_right\u00bb shape_divider_position=\u00bbbottom\u00bb bg_image_animation=\u00bbnone\u00bb][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\u00bb flex_gap_desktop=\u00bb10px\u00bb column_element_direction_desktop=\u00bbdefault\u00bb column_element_spacing=\u00bbdefault\u00bb desktop_text_alignment=\u00bbdefault\u00bb tablet_text_alignment=\u00bbdefault\u00bb phone_text_alignment=\u00bbdefault\u00bb background_color_opacity=\u00bb1″ background_hover_color_opacity=\u00bb1″ column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb column_position=\u00bbdefault\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3″ width=\u00bb1\/1″ tablet_width_inherit=\u00bbdefault\u00bb animation_type=\u00bbdefault\u00bb bg_image_animation=\u00bbnone\u00bb border_type=\u00bbsimple\u00bb column_border_width=\u00bbnone\u00bb column_border_style=\u00bbsolid\u00bb][nectar_responsive_text inherited_font_style=\u00bbdefault\u00bb text_direction=\u00bbdefault\u00bb]Este art\u00edculo presenta una prueba de concepto de un controlador en lazo cerrado basado en lenguaje natural que regula la temperatura de un proceso t\u00e9rmico simple de una sola entrada y una sola salida (SISO). La idea clave es expresar una pol\u00edtica de rel\u00e9 con hist\u00e9resis en lenguaje natural y permitir que un modelo de lenguaje grande (LLM) local interprete las lecturas de los sensores y genere un comando binario de actuaci\u00f3n en cada paso de muestreo. M\u00e1s all\u00e1 de la conveniencia de la interfaz, demostramos que el lenguaje natural puede servir como un medio v\u00e1lido para modelar la realidad f\u00edsica y ejecutar razonamiento determinista en bucles de control. Implementamos un modelo compacto de la planta y comparamos dos controladores: un rel\u00e9 convencional programado y un controlador basado en LLM, al que se le proporciona la misma l\u00f3gica y se le restringe a producir una \u00fanica salida en forma de token. El flujo de trabajo integra validaci\u00f3n de esquemas, reintentos y un mecanismo seguro de respaldo, mientras que un evaluador paso a paso verifica la concordancia con la referencia. En una simulaci\u00f3n de largo horizonte (1000 pasos), el controlador ling\u00fc\u00edstico reproduce el comportamiento de hist\u00e9resis con patrones de conmutaci\u00f3n coincidentes. Adem\u00e1s, estudios de sensibilidad y ablaci\u00f3n demuestran la robustez del sistema frente al ruido de medici\u00f3n y la capacidad del LLM para ejecutar correctamente la pol\u00edtica de hist\u00e9resis, preservando as\u00ed la robustez te\u00f3rica inherente a esta ley de control. Este trabajo demuestra que, para din\u00e1micas t\u00e9rmicas lentas, las pol\u00edticas en lenguaje natural pueden alcanzar un rendimiento comparable al de los sistemas cl\u00e1sicos de rel\u00e9, al tiempo que proporcionan una interfaz transparente y legible por humanos.<\/i><\/p>\nHaz clic aqu\u00ed<\/a> para ver el art\u00edculo.[\/nectar_responsive_text][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"[vc_row type=\u00bbin_container\u00bb full_screen_row_position=\u00bbmiddle\u00bb column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb scene_position=\u00bbcenter\u00bb text_color=\u00bbdark\u00bb text_align=\u00bbleft\u00bb row_border_radius=\u00bbnone\u00bb row_border_radius_applies=\u00bbbg\u00bb row_position_desktop=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3″ gradient_direction=\u00bbleft_to_right\u00bb shape_divider_position=\u00bbbottom\u00bb bg_image_animation=\u00bbnone\u00bb][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\u00bb flex_gap_desktop=\u00bb10px\u00bb column_element_direction_desktop=\u00bbdefault\u00bb column_element_spacing=\u00bbdefault\u00bb desktop_text_alignment=\u00bbdefault\u00bb tablet_text_alignment=\u00bbdefault\u00bb phone_text_alignment=\u00bbdefault\u00bb…<\/p>\n","protected":false},"author":1,"featured_media":212,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-213","post","type-post","status-publish","format-standard","has-post-thumbnail","category-sin-categoria"],"yoast_head":"\n
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