{"id":19009,"date":"2024-02-09T08:43:17","date_gmt":"2024-02-09T08:43:17","guid":{"rendered":"https:\/\/insia-upm.es\/?post_type=project&p=19009"},"modified":"2024-10-07T07:04:28","modified_gmt":"2024-10-07T07:04:28","slug":"multistack","status":"publish","type":"project","link":"https:\/\/insia-upm.es\/en\/project\/multistack\/","title":{"rendered":"MULTISTACK"},"content":{"rendered":"[et_pb_section fb_built=\u00bb1″ fullwidth=\u00bbon\u00bb _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_fullwidth_header text_orientation=\u00bbcenter\u00bb module_class=\u00bbdct-header-title\u00bb _builder_version=\u00bb4.16″ title_font=\u00bb||||||||\u00bb content_font=\u00bb||||||||\u00bb content_text_align=\u00bbcenter\u00bb background_color=\u00bbrgba(0,0,0,0.71)\u00bb background_image=\u00bbhttps:\/\/insia-upm.es\/wp-content\/uploads\/2021\/10\/divi-finance-theme-14.jpg\u00bb background_blend=\u00bboverlay\u00bb global_colors_info=\u00bb{}\u00bb button_one_text_size__hover_enabled=\u00bboff\u00bb button_two_text_size__hover_enabled=\u00bboff\u00bb button_one_text_color__hover_enabled=\u00bboff\u00bb button_two_text_color__hover_enabled=\u00bboff\u00bb button_one_border_width__hover_enabled=\u00bboff\u00bb button_two_border_width__hover_enabled=\u00bboff\u00bb button_one_border_color__hover_enabled=\u00bboff\u00bb button_two_border_color__hover_enabled=\u00bboff\u00bb button_one_border_radius__hover_enabled=\u00bboff\u00bb button_two_border_radius__hover_enabled=\u00bboff\u00bb button_one_letter_spacing__hover_enabled=\u00bboff\u00bb button_two_letter_spacing__hover_enabled=\u00bboff\u00bb button_one_bg_color__hover_enabled=\u00bboff\u00bb button_two_bg_color__hover_enabled=\u00bboff\u00bb]\n

PROYECTOS<\/span><\/h1>\n

<\/h1>\n[\/et_pb_fullwidth_header][\/et_pb_section][et_pb_section fb_built=\u00bb1″ _builder_version=\u00bb4.16″ custom_padding=\u00bb0px|0px|0|0px|false|false\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_row column_structure=\u00bb1_5,3_5,1_5″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb1_5″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][\/et_pb_column][et_pb_column type=\u00bb3_5″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_image src=\u00bbhttps:\/\/insia-upm.es\/wp-content\/uploads\/2023\/02\/insia_Movilidad-Sostenible-con-Hidrogeno-y-Pilas-de-combustible-1024×576.png\u00bb title_text=\u00bbinsia_Movilidad Sostenible con Hidr\u00f3geno y Pilas de combustible\u00bb _builder_version=\u00bb4.24.0″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][\/et_pb_image][\/et_pb_column][et_pb_column type=\u00bb1_5″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=\u00bb4.16″ custom_padding=\u00bb0px|0px|33px|0px|false|false\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][et_pb_text admin_label=\u00bbPROYECTOS\u00bb _builder_version=\u00bb4.24.0″ text_font=\u00bb||||||||\u00bb text_font_size=\u00bb10px\u00bb text_letter_spacing=\u00bb2px\u00bb header_font=\u00bb||||||||\u00bb header_text_align=\u00bbcenter\u00bb header_font_size=\u00bb37px\u00bb text_orientation=\u00bbcenter\u00bb custom_margin=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb]\n
\n

<\/span><\/span><\/p>\n

MULTISTACK<\/span><\/strong><\/span><\/p>\n<\/div>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row use_custom_gutter=\u00bbon\u00bb gutter_width=\u00bb2″ make_equal=\u00bbon\u00bb _builder_version=\u00bb4.16″ width=\u00bb90%\u00bb max_width=\u00bb1170px\u00bb custom_padding=\u00bb1px|0px|3px|0px|false|false\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][et_pb_text _builder_version=\u00bb4.24.0″ text_font=\u00bb||||||||\u00bb text_text_color=\u00bb#333333″ text_line_height=\u00bb30px\u00bb text_orientation=\u00bbjustified\u00bb custom_padding=\u00bb||0px|||\u00bb global_colors_info=\u00bb{}\u00bb]\n

T\u00edtulo:
<\/span><\/span><\/h2>\n

Desarrollo de una metodolog\u00eda para determinar arquitectura \u00f3ptima de sistema h\u00edbrido basado en configuraciones de pila de combustible m\u00faltiple. Aplicaci\u00f3n en veh\u00edculos pesados<\/h2>\n

REF: PID2021-125592OB-I00<\/p>\n

 <\/p>\n[\/et_pb_text][et_pb_divider divider_position=\u00bbcenter\u00bb _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb custom_margin=\u00bb-15px|||||\u00bb global_colors_info=\u00bb{}\u00bb][\/et_pb_divider][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u00bb1_2,1_2″ use_custom_gutter=\u00bbon\u00bb gutter_width=\u00bb2″ make_equal=\u00bbon\u00bb _builder_version=\u00bb4.16″ width=\u00bb90%\u00bb max_width=\u00bb1170px\u00bb custom_padding=\u00bb8px|0px|0px|0px|false|false\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb1_2″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][et_pb_text _builder_version=\u00bb4.24.0″ text_font=\u00bb||||||||\u00bb text_text_color=\u00bb#000000″ header_font=\u00bbRaleway|600|||||||\u00bb width=\u00bb100%\u00bb min_height=\u00bb37.8px\u00bb custom_padding=\u00bb||0px|||\u00bb global_colors_info=\u00bb{}\u00bb]\n

Duraci\u00f3n:<\/span>\u00a0 \u00a009\/2022 – 09\/2025<\/span><\/span><\/h2>\n

 <\/p>\n[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00bb1_2″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][et_pb_text _builder_version=\u00bb4.24.0″ _module_preset=\u00bbdefault\u00bb width=\u00bb100%\u00bb global_colors_info=\u00bb{}\u00bb]\n

Subvenci\u00f3n:<\/span>\u00a0 \u00a0155.000 \u20ac<\/span><\/span><\/h2>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row use_custom_gutter=\u00bbon\u00bb gutter_width=\u00bb2″ make_equal=\u00bbon\u00bb _builder_version=\u00bb4.16″ width=\u00bb90%\u00bb max_width=\u00bb1170px\u00bb custom_padding=\u00bb1px|0px|3px|0px|false|false\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][et_pb_divider divider_position=\u00bbcenter\u00bb _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb custom_margin=\u00bb-15px|||||\u00bb global_colors_info=\u00bb{}\u00bb][\/et_pb_divider][\/et_pb_column][\/et_pb_row][et_pb_row use_custom_gutter=\u00bbon\u00bb gutter_width=\u00bb2″ make_equal=\u00bbon\u00bb _builder_version=\u00bb4.16″ width=\u00bb90%\u00bb max_width=\u00bb1170px\u00bb custom_margin=\u00bb-12px|auto||auto||\u00bb custom_padding=\u00bb28px|0px|5px|0px|false|false\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][et_pb_text _builder_version=\u00bb4.24.0″ text_font=\u00bbRaleway||||||||\u00bb text_font_size=\u00bb12px\u00bb header_font=\u00bb||||||||\u00bb header_font_size=\u00bb20px\u00bb header_2_font=\u00bb||||||||\u00bb header_2_font_size=\u00bb19px\u00bb global_colors_info=\u00bb{}\u00bb]\n

Resumen:<\/span><\/h2>\n

Se pretende desarrollar una metodolog\u00eda que pretenda optimizar un sistema de tren propulsor con una arquitectura multistack de pila de combustible. Para ello se van a desarrollar los modelos de los diferentes componentes del tren propulsor (bater\u00edas, motor el\u00e9ctrico, convertidores y pila de combustible) y de una estructura vehicular que integre dichos componentes, con el prop\u00f3sito de que, tras llevar a cabo diferentes simulaciones de arquitecturas multistack en funci\u00f3n del suministro de los reactantes, refrigeraci\u00f3n y conexi\u00f3n a los convertidores de potencia poder valorar distintas alternativas. As\u00ed se aplicar\u00e1n t\u00e9cnicas de inteligencia artificial que determinen el algoritmo de optimizaci\u00f3n en funci\u00f3n de las variables que influyan en el rendimiento, fiabilidad y durabilidad. Para validar todo este proceso de optimizaci\u00f3n se proceder\u00e1 a realizar una serie de ensayos con pilas de combustible de peque\u00f1a potencia (suficiente para la validaci\u00f3n) y, finalmente, se aplicar\u00e1n las t\u00e9cnicas de simulaci\u00f3n en entorno HILS que permitir\u00e1n evaluar la bondad del algoritmo en tiempo real. El proyecto concluir\u00e1 con la definici\u00f3n del modelo en 3D de la estructura vehicular que integre eficazmente todos los componentes del tren propulsor definido.<\/p>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row use_custom_gutter=\u00bbon\u00bb gutter_width=\u00bb2″ make_equal=\u00bbon\u00bb _builder_version=\u00bb4.16″ width=\u00bb90%\u00bb max_width=\u00bb1170px\u00bb custom_padding=\u00bb27px|0px|4px|0px|false|false\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][et_pb_text _builder_version=\u00bb4.16″ text_font=\u00bbRaleway||||||||\u00bb text_font_size=\u00bb12px\u00bb header_font=\u00bb||||||||\u00bb header_font_size=\u00bb20px\u00bb header_2_font=\u00bb||||||||\u00bb header_2_font_size=\u00bb19px\u00bb global_colors_info=\u00bb{}\u00bb]\n

Participantes:<\/span><\/h2>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u00bb1_5,1_5,3_5″ use_custom_gutter=\u00bbon\u00bb gutter_width=\u00bb2″ make_equal=\u00bbon\u00bb _builder_version=\u00bb4.16″ width=\u00bb90%\u00bb max_width=\u00bb1170px\u00bb custom_padding=\u00bb27px|0px|4px|0px|false|false\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb1_5″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][\/et_pb_column][et_pb_column type=\u00bb1_5″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][et_pb_text _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb min_height=\u00bb24.8px\u00bb global_colors_info=\u00bb{}\u00bb]\n

INSIA – UPM<\/strong><\/p>\n[\/et_pb_text][et_pb_image src=\u00bbhttps:\/\/insia-upm.es\/wp-content\/uploads\/2021\/12\/logo-insia-low-e1412177316550.png\u00bb title_text=\u00bblogo-insia-low-e1412177316550″ url=\u00bbhttps:\/\/insia-upm.es\/\u00bb url_new_window=\u00bbon\u00bb align=\u00bbcenter\u00bb _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][\/et_pb_image][\/et_pb_column][et_pb_column type=\u00bb3_5″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][\/et_pb_column][\/et_pb_row][et_pb_row use_custom_gutter=\u00bbon\u00bb gutter_width=\u00bb2″ make_equal=\u00bbon\u00bb _builder_version=\u00bb4.16″ width=\u00bb90%\u00bb max_width=\u00bb1170px\u00bb custom_padding=\u00bb27px|0px|26px|0px|false|false\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4″ _builder_version=\u00bb4.16″ custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb][et_pb_text _builder_version=\u00bb4.27.2″ text_font=\u00bbRaleway||||||||\u00bb text_font_size=\u00bb12px\u00bb header_font=\u00bb||||||||\u00bb header_font_size=\u00bb20px\u00bb header_2_font=\u00bb||||||||\u00bb header_2_font_size=\u00bb19px\u00bb custom_margin=\u00bb||14px|||\u00bb custom_padding=\u00bb||0px|||\u00bb hover_enabled=\u00bb0″ global_colors_info=\u00bb{}\u00bb sticky_enabled=\u00bb0″]\n

Financiadores: <\/span>Proyecto PID2021-125592OB-I00\u00a0financiado por MICIU\/AEI \/10.13039\/501100011033\/ y por FEDER, UE<\/h2>\n[\/et_pb_text][et_pb_image src=\u00bbhttps:\/\/insia-upm.es\/wp-content\/uploads\/2024\/10\/MICIUCofinanciadoAEI-1024×210.png\u00bb title_text=\u00bbMICIU+Cofinanciado+AEI\u00bb url=\u00bbhttps:\/\/www.ciencia.gob.es\/\u00bb url_new_window=\u00bbon\u00bb align=\u00bbcenter\u00bb _builder_version=\u00bb4.27.2″ _module_preset=\u00bbdefault\u00bb hover_enabled=\u00bb0″ global_colors_info=\u00bb{}\u00bb sticky_enabled=\u00bb0″][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_column type=\u00bb4_4″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb][et_pb_filterable_portfolio fullwidth=\u00bboff\u00bb posts_number=\u00bb4″ include_categories=\u00bb91″ show_categories=\u00bboff\u00bb zoom_icon_color=\u00bb#FFFFFF\u00bb hover_overlay_color=\u00bbrgba(12,113,195,0.5)\u00bb hover_icon=\u00bb9||divi||400″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb caption_font=\u00bb||||||||\u00bb caption_text_color=\u00bb#0C71C3″ global_colors_info=\u00bb{}\u00bb][\/et_pb_filterable_portfolio][\/et_pb_column][\/et_pb_row][\/et_pb_section]\n","protected":false},"excerpt":{"rendered":"

El proyecto HERSACA, Desarrollo de Herramientas Avanzadas para la Simulaci\u00f3n de Accidentes de Autocares incluyendo Modelos Virtuales del Cuerpo Humano<\/p>","protected":false},"author":1,"featured_media":18725,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"

Descripci\u00f3n del Proyecto<\/h3>

CICLOPE<\/h1>

T\u00edtulo:\u00a0Sistema de optimizaci\u00f3n de ciclos urbanos de conducci\u00f3n. Aplicaci\u00f3n a la generaci\u00f3n de patrones adaptados a exigencias medioambientales y situaciones de explotaci\u00f3n de flotas de veh\u00edculos (CICLOPE)<\/strong><\/h2>

\u00a0<\/h3>
\u00a0<\/div>
\u00a0<\/div>

Duraci\u00f3n:\u00a001\/012016 \u2013 30\/06\/2019<\/h3><\/div><\/div>

Subvenci\u00f3n: 90.000 euros<\/h3><\/div><\/div>
\u00a0<\/div><\/div><\/div>
\u00a0<\/div>
\u00a0<\/div>

Resumen:<\/h2>

Dentro del proyecto se planteaba el an\u00e1lisis te\u00f3rico \u2013experimental de los ciclos de operaci\u00f3n de autobuses, que inclu\u00eda el an\u00e1lisis de varias variables como velocidad y emisiones utilizando m\u00e9todos estad\u00edsticos avanzados.<\/p>

En concreto se han analizado las curvas de velocidad \u00a0y se han modelado los microciclos mediante dos fases: 1) primer filtrado del ruido y 2) un ajuste a geometr\u00edas simplificadas tipo trapecio. En ellas se han aplicado t\u00e9cnicas estad\u00edsticas de m\u00ednimos cuadrados.<\/p>

Posteriormente, aplicando las t\u00e9cnicas de inteligencia artificial de redes neuronales-autoencoders,<\/em>\u00a0se ha corroborado que la estructura trapezoidal era la adecuada: el modelo de redes neuronales-autoencoders ha encontrado la estructura trapezoidal sin necesidad de hip\u00f3tesis previas, simplemente utilizando la informaci\u00f3n contenida en los datos.<\/p>

Se han desarrollado modelos de Machine Learning supervisado para estimar y predecir las emisiones instant\u00e1neas en funci\u00f3n de la velocidad y sus retardos y de las condiciones ambientales. Se ha aplicado para este prop\u00f3sito las siguientes t\u00e9cnicas: CART-Random Forests, Boosting, Redes Neuronales y Support vector Machines.<\/p>

La t\u00e9cnica de Random Forests ha permitido tambi\u00e9n cuantificar la importancia de las distintas variables de entrada sobre la respuesta (emisiones), y la identificaci\u00f3n de las variables sobre las que actuar con el objetivo de la optimizaci\u00f3n.<\/p>

Los Random Forests tambi\u00e9n han permitido la cuantificaci\u00f3n de las incertidumbres a partir de intervalos de predicci\u00f3n generados gracias al remuestreo inherente a la t\u00e9cnica.<\/p>

Los errores de predicci\u00f3n fuera de muestra utilizada en la construcci\u00f3n del modelo, proporcionan una validaci\u00f3n del modelo \u00a0adem\u00e1s de una fuente adicional de cuantificaci\u00f3n de la incertidumbre.<\/p>

Participantes:<\/h2>

Instituto Universitario de Investigaci\u00f3n del Autom\u00f3vil (INSIA \u2013 UPM)<\/p>

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