{"id":25430,"date":"2023-08-23T16:09:22","date_gmt":"2023-08-23T16:09:22","guid":{"rendered":"https:\/\/controlar.com\/?p=25430"},"modified":"2025-03-11T18:31:44","modified_gmt":"2025-03-11T18:31:44","slug":"integracion-de-ia-para-la-industria-automotriz-desafios-y-mejores-practicas","status":"publish","type":"post","link":"https:\/\/controlar.com\/es\/integracion-de-ia-para-la-industria-automotriz-desafios-y-mejores-practicas\/","title":{"rendered":"Integraci\u00f3n de IA para la Industria Automotriz: Desaf\u00edos y Mejores Pr\u00e1cticas"},"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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; gradient_direction=\u00bbleft_to_right\u00bb shape_divider_position=\u00bbbottom\u00bb bg_image_animation=\u00bbnone\u00bb gradient_type=\u00bbdefault\u00bb shape_type=\u00bb\u00bb][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_column_text]<span style=\"font-size: 14px;\">Art\u00edculo de Pedro Vieira | Doctorado en Ingenier\u00eda Biom\u00e9dica | Jefe de Proyectos de I+I<\/span>[\/vc_column_text][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/2&#8243; 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][vc_custom_heading text=\u00bbIntroducci\u00f3n\u00bb][vc_column_text]La industria automotriz, en particular, ha experimentado una transformaci\u00f3n significativa en los \u00faltimos a\u00f1os con la integraci\u00f3n de tecnolog\u00edas avanzadas para mejorar los procesos de producci\u00f3n y mejorar la eficiencia general.<\/p>\n<p>La Inteligencia Artificial (IA) puede ser una herramienta poderosa dentro de este sector, revolucionando las operaciones de fabricaci\u00f3n y los sistemas de prueba. 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Al comprender estos desaf\u00edos y explorar posibles soluciones, los fabricantes pueden aprovechar eficazmente la tecnolog\u00eda de IA para lograr ventajas competitivas e impulsar la innovaci\u00f3n.[\/vc_column_text][\/vc_column][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/2&#8243; 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gradient_direction=\u00bbleft_to_right\u00bb shape_divider_position=\u00bbbottom\u00bb bg_image_animation=\u00bbnone\u00bb gradient_type=\u00bbdefault\u00bb shape_type=\u00bb\u00bb][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_row_inner column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/1&#8243; 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][\/vc_column_inner][\/vc_row_inner][vc_custom_heading text=\u00bbConclusiones Clave\u00bb][divider line_type=\u00bbNo Line\u00bb]<div class=\"nectar-fancy-ul\" data-list-icon=\"fa fa-check\" data-animation=\"false\" data-animation-delay=\"0\" data-color=\"accent-color\" data-spacing=\"default\" data-alignment=\"left\"> \n<ul>\n<li>La industria automotriz est\u00e1 adoptando la IA para optimizar la producci\u00f3n, aumentar la productividad y garantizar los est\u00e1ndares de calidad.<\/li>\n<li><i class=\"icon-default-style fa fa-check accent-color\"><\/i>Los beneficios de la IA incluyen: mantenimiento predictivo, control de calidad, pruebas eficientes, previsi\u00f3n de la demanda.<\/li>\n<li><i class=\"icon-default-style fa fa-check accent-color\"><\/i>Desaf\u00edos: recopilaci\u00f3n de datos compleja, problemas de privacidad\/seguridad, demandas de infraestructura, brechas de habilidades.<\/li>\n<li><i class=\"icon-default-style fa fa-check accent-color\"><\/i>Soluciones: Integraci\u00f3n de IoT, asociaciones de datos, aumento de datos, pruebas de PoC, monitoreo continuo.<\/li>\n<li><i class=\"icon-default-style fa fa-check accent-color\"><\/i>Contribuciones de Controlar: Plataforma\u00a0<a href=\"https:\/\/controlar.com\/en\/business-units\/automation-systems\/iot\/\" target=\"_blank\" rel=\"noopener\">QIO2 IoT<\/a>,\u00a0<a href=\"https:\/\/controlar.com\/en\/new-project-for-automotive-display-inspection\/\" target=\"_blank\" rel=\"noopener\">visualizaci\u00f3n<\/a>\u00a0e\u00a0<a href=\"https:\/\/www.projetopriime.pt\/\" target=\"_blank\" rel=\"noopener\">inspecci\u00f3n de anillos de pist\u00f3n<\/a>\u00a0a trav\u00e9s de visi\u00f3n artificial e inteligencia artificial.<\/li>\n<li><i class=\"icon-default-style fa fa-check accent-color\"><\/i>Resultados: mejora de la producci\u00f3n, pruebas precisas, reducci\u00f3n de costes.<\/li>\n<\/ul>\n <\/div>[\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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Al analizar los datos de los sensores, los algoritmos de IA pueden identificar posibles fallos en los equipos antes de que se produzcan. Este enfoque proactivo puede ayudar a evitar el tiempo de inactividad no planificado, reducir los costos de mantenimiento y mejorar la eficiencia operativa.[\/vc_column_text][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; 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background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][divider line_type=\u00bbNo Line\u00bb][vc_column_text]<a href=\"https:\/\/www.press.bmwgroup.com\/global\/article\/detail\/T0338859EN\/predictive-maintenance:-when-a-machine-knows-in-advance-that-repairs-are-needed?language=en\" target=\"_blank\" rel=\"nofollow noopener\">BMW utiliza la IA para predecir cu\u00e1ndo es probable que falle su equipo de fabricaci\u00f3n<\/a>. Esto permite a la empresa programar el mantenimiento preventivo antes de que el equipo se aver\u00ede, ahorrando millones de euros cada a\u00f1o.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/6&#8243; 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][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_column_text]Otra aplicaci\u00f3n de la IA en la industria automotriz es el\u00a0<strong>control de calidad<\/strong>. Los sistemas impulsados por IA pueden analizar grandes cantidades de datos de diversas fuentes y, al compararlos con est\u00e1ndares de calidad predefinidos, pueden identificar defectos e irregularidades en los procesos de fabricaci\u00f3n y los productos, lo que reduce la probabilidad de productos defectuosos y garantiza una calidad constante del producto.[\/vc_column_text][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; 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background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][image_with_animation image_url=\u00bb14807&#8243; image_size=\u00bbfull\u00bb animation_type=\u00bbentrance\u00bb animation=\u00bbNone\u00bb animation_movement_type=\u00bbtransform_y\u00bb hover_animation=\u00bbnone\u00bb alignment=\u00bb\u00bb border_radius=\u00bbnone\u00bb box_shadow=\u00bbnone\u00bb image_loading=\u00bblazy-load\u00bb max_width=\u00bb100%\u00bb max_width_mobile=\u00bbdefault\u00bb][\/vc_column_inner][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][divider line_type=\u00bbNo Line\u00bb][vc_column_text]<a href=\"https:\/\/www.thedrive.com\/news\/tesla-is-diving-deeper-into-automated-quality-control-to-fix-ongoing-build-problems\" target=\"_blank\" rel=\"nofollow noopener\">Tesla utiliza la IA para inspeccionar sus veh\u00edculos en busca de defectos<\/a>. Esto ha ayudado a Tesla a reducir el n\u00famero de defectos en sus veh\u00edculos, mejorando la satisfacci\u00f3n del cliente.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/6&#8243; 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][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_column_text]Adem\u00e1s del mantenimiento predictivo y el control de calidad, la IA tambi\u00e9n se est\u00e1 utilizando para\u00a0<strong>mejorar la eficiencia de los sistemas de pruebas automotrices mediante la automatizaci\u00f3n del an\u00e1lisis de\u00a0<\/strong>datos y la identificaci\u00f3n de posibles problemas y anomal\u00edas. Este proceso de automatizaci\u00f3n reduce significativamente los esfuerzos manuales, mejora la velocidad de las pruebas y garantiza una evaluaci\u00f3n m\u00e1s exhaustiva del rendimiento del producto.<\/p>\n<p>Los sistemas de IA tambi\u00e9n pueden utilizar el aprendizaje autom\u00e1tico para analizar datos hist\u00f3ricos e identificar patrones que puedan utilizarse para\u00a0<strong>predecir la demanda futura<\/strong>. Esto puede ayudar a mejorar la previsi\u00f3n de la demanda y reducir el inventario\u00a0<a href=\"https:\/\/www.tradecloud1.com\/en\/ai-case-study-2-efficient-inventory-management-using-artificial-intelligence\/\" target=\"_blank\" rel=\"nofollow noopener\">entre un 30 y un 50 por ciento<\/a>, ahorrando costes en \u00faltima instancia al eliminar el transporte, el almacenamiento y la gesti\u00f3n de la cadena de suministro de mercanc\u00edas innecesarias.<\/p>\n<p>Al\u00a0<strong>evitar el tiempo de inactividad no planificado<\/strong>,\u00a0<strong>reducir los costos de mantenimiento<\/strong>, mejorar el control de calidad y\u00a0<strong>automatizar los sistemas de prueba<\/strong>, la IA puede ayudar a los fabricantes de autom\u00f3viles a\u00a0<strong>mejorar<\/strong>\u00a0la eficiencia, la rentabilidad y la satisfacci\u00f3n del cliente.[\/vc_column_text][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_custom_heading text=\u00bb\u00bfCu\u00e1les Son los Desaf\u00edos de la Integraci\u00f3n de la IA en la Industria Automotriz?\u00bb][divider line_type=\u00bbNo Line\u00bb][vc_column_text]La implementaci\u00f3n exitosa de sistemas de IA en la industria depende de varios factores como: recopilaci\u00f3n de datos; desaf\u00edos regulatorios y de seguridad; preocupaciones \u00e9ticas y de privacidad; otras consideraciones t\u00e9cnicas.[\/vc_column_text][vc_custom_heading text=\u00bb1. Fuentes y Recopilaci\u00f3n de Datos\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_column_text]La adquisici\u00f3n de los datos necesarios para las aplicaciones de IA plantea varios desaf\u00edos. La industria automotriz genera una gran cantidad de datos de diversas fuentes, incluidos sensores, m\u00e1quinas de producci\u00f3n, sistemas de control de calidad y comentarios de los clientes. La recopilaci\u00f3n e integraci\u00f3n de estos datos puede ser compleja debido a factores como la\u00a0<strong>fragmentaci\u00f3n de los<\/strong>\u00a0datos,\u00a0<strong>la heterogeneidad<\/strong>,\u00a0<strong>la calidad<\/strong>\u00a0y\u00a0<strong>los silos de datos<\/strong>.[\/vc_column_text][tabbed_section style=\u00bbdefault\u00bb tab_change_animation=\u00bbfade\u00bb alignment=\u00bbleft\u00bb spacing=\u00bbdefault\u00bb tab_color=\u00bbAccent-Color\u00bb vs_content_animation=\u00bbfade\u00bb vs_link_animation=\u00bbopacity\u00bb vs_navigation_alignment=\u00bbleft\u00bb vs_navigation_width_2=\u00bb25%\u00bb vs_navigation_func=\u00bbdefault\u00bb vs_navigation_width=\u00bbregular\u00bb vs_navigation_spacing=\u00bb15px\u00bb vs_navigation_mobile_display=\u00bbvisible\u00bb vs_tab_spacing=\u00bb5%\u00bb][tab icon_family=\u00bbnone\u00bb title=\u00bbFragmentaci\u00f3n de Datos\u00bb id=\u00bb1741717738762-0&#8243; tab_id=\u00bb1741717738763-6&#8243;][vc_column_text]Se refiere a la naturaleza dispersa de los datos en diferentes sistemas y departamentos dentro de una organizaci\u00f3n. Los procesos de fabricaci\u00f3n generan datos en varias etapas, desde la adquisici\u00f3n de materias primas hasta el ensamblaje y las pruebas. Consolidar e integrar estos datos fragmentados es crucial para obtener una visi\u00f3n hol\u00edstica del proceso de producci\u00f3n y permitir una toma de decisiones eficaz basada en IA.[\/vc_column_text][\/tab][tab icon_family=\u00bbnone\u00bb title=\u00bbHeterogeneidad de los Datos\u00bb id=\u00bb1741717738789-9&#8243; tab_id=\u00bb1741717738790-9&#8243;][vc_column_text]Los datos provenientes de diferentes fuentes pueden tener distintos formatos, estructuras y grados de detalle. Esta heterogeneidad complica el proceso de integraci\u00f3n de datos, requiriendo un esfuerzo significativo para estandarizar y armonizar los datos y hacerlos compatibles para el an\u00e1lisis con IA.[\/vc_column_text][\/tab][tab icon_family=\u00bbnone\u00bb title=\u00bbCalidad de los Datos\u00bb id=\u00bb1741717738806-5&#8243; tab_id=\u00bb1741717738807-8&#8243;][vc_column_text]Para que los datos sean utilizados en estos sistemas, es necesario que sean precisos, completos y consistentes. La <strong>calidad de los datos<\/strong> es un paso crucial para garantizar que las decisiones se basen en informaci\u00f3n precisa, ayudando a mejorar la eficiencia de las operaciones.[\/vc_column_text][\/tab][tab icon_family=\u00bbnone\u00bb title=\u00bbSilos de Datos\u00bb id=\u00bb1741717738820-1&#8243; tab_id=\u00bb1741717738820-9&#8243;][vc_column_text]Son repositorios aislados de informaci\u00f3n que existen dentro de diferentes departamentos o sistemas, dificultando el flujo fluido de datos. Romper estos compartimentos estancos y crear un ecosistema de datos unificado es esencial para aprovechar todo el potencial de la IA. Sin embargo, lograr la interoperabilidad e integraci\u00f3n de datos entre departamentos y sistemas puede ser una tarea compleja.[\/vc_column_text][\/tab][\/tabbed_section][\/vc_column][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_custom_heading text=\u00bb2. Privacidad y Seguridad de los Datos\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_column_text]\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p>La industria automotriz se ocupa de datos sensibles y confidenciales, incluida la propiedad intelectual, los secretos comerciales, la informaci\u00f3n de los clientes y los datos relacionados con el cumplimiento.<\/p>\n<\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p>Los fabricantes deben adoptar marcos integrales de gobernanza de datos y establecer pol\u00edticas y protocolos claros para garantizar la privacidad y la seguridad de los datos durante todo el proceso de implementaci\u00f3n de la IA.<\/p>\n<\/div>\n<\/div>\n[\/vc_column_text][tabbed_section style=\u00bbdefault\u00bb tab_change_animation=\u00bbfade\u00bb alignment=\u00bbleft\u00bb spacing=\u00bbdefault\u00bb tab_color=\u00bbAccent-Color\u00bb vs_content_animation=\u00bbfade\u00bb vs_link_animation=\u00bbopacity\u00bb vs_navigation_alignment=\u00bbleft\u00bb vs_navigation_width_2=\u00bb25%\u00bb vs_navigation_func=\u00bbdefault\u00bb vs_navigation_width=\u00bbregular\u00bb vs_navigation_spacing=\u00bb15px\u00bb vs_navigation_mobile_display=\u00bbvisible\u00bb vs_tab_spacing=\u00bb5%\u00bb][tab icon_family=\u00bbnone\u00bb title=\u00bbPrivacidad de Datos\u00bb id=\u00bb1741717738888-3&#8243; tab_id=\u00bb1741717738888-6&#8243;][vc_column_text]Regulaciones como el Reglamento General de Protecci\u00f3n de Datos (GDPR) imponen requisitos estrictos sobre la recopilaci\u00f3n, almacenamiento y procesamiento de datos personales. Los fabricantes deben cumplir con estas normativas e implementar <strong>medidas de protecci\u00f3n de datos<\/strong> robustas para salvaguardar la informaci\u00f3n personal y sensible de los sistemas que ser\u00e1n integrados en los veh\u00edculos.[\/vc_column_text][\/tab][tab icon_family=\u00bbnone\u00bb title=\u00bbSeguridad de los Datos\u00bb id=\u00bb1741717738905-9&#8243; tab_id=\u00bb1741717738906-3&#8243;][vc_column_text]\n<p data-renderer-start-pos=\"1987\">Este es otro aspecto cr\u00edtico, ya que los sistemas de fabricaci\u00f3n automotriz son vulnerables a amenazas y ataques cibern\u00e9ticos. Los sistemas de IA dependen de grandes vol\u00famenes de datos, y cualquier compromiso en la <strong>integridad o seguridad de los datos<\/strong> puede tener consecuencias graves. Implementar medidas de ciberseguridad s\u00f3lidas, como encriptaci\u00f3n, controles de acceso y evaluaciones regulares de vulnerabilidad, es esencial para proteger los datos de accesos no autorizados y garantizar la integridad de los sistemas de fabricaci\u00f3n basados en IA.<\/p>\n[\/vc_column_text][\/tab][\/tabbed_section][vc_custom_heading text=\u00bb3. Necesidades de Infraestructura y Recursos\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_column_text]La implementaci\u00f3n de sistemas de IA en la industria de fabricaci\u00f3n de autom\u00f3viles requiere una infraestructura s\u00f3lida y capacidades de recursos. La escala y la complejidad del procesamiento de datos, los algoritmos de aprendizaje autom\u00e1tico y el an\u00e1lisis en tiempo real exigen capacidades inform\u00e1ticas, de almacenamiento y de redes de alto rendimiento.[\/vc_column_text][tabbed_section style=\u00bbdefault\u00bb tab_change_animation=\u00bbfade\u00bb alignment=\u00bbleft\u00bb spacing=\u00bbdefault\u00bb tab_color=\u00bbAccent-Color\u00bb vs_content_animation=\u00bbfade\u00bb vs_link_animation=\u00bbopacity\u00bb vs_navigation_alignment=\u00bbleft\u00bb vs_navigation_width_2=\u00bb25%\u00bb vs_navigation_func=\u00bbdefault\u00bb vs_navigation_width=\u00bbregular\u00bb vs_navigation_spacing=\u00bb15px\u00bb vs_navigation_mobile_display=\u00bbvisible\u00bb vs_tab_spacing=\u00bb5%\u00bb][tab icon_family=\u00bbnone\u00bb title=\u00bbAlmacenamiento de Datos\u00bb id=\u00bb1741717738941-1&#8243; tab_id=\u00bb1741717738942-9&#8243;][vc_column_text]Para manejar grandes vol\u00famenes de datos, los fabricantes deben invertir en <strong>soluciones de almacenamiento escalables<\/strong> y de alta capacidad, incluyendo opciones tanto locales como en la nube. Esto garantizar\u00e1 que los datos sean accesibles, seguros y est\u00e9n disponibles para aplicaciones de IA. Adem\u00e1s, se requiere una infraestructura de computaci\u00f3n de alto rendimiento para procesar y analizar grandes cantidades de datos de manera eficiente.[\/vc_column_text][\/tab][tab icon_family=\u00bbnone\u00bb title=\u00bbInfraestructura de Red\u00bb id=\u00bb1741717738959-8&#8243; tab_id=\u00bb1741717738959-0&#8243;][vc_column_text]\n<p data-renderer-start-pos=\"3029\">Los sistemas de IA a menudo dependen de la transmisi\u00f3n de datos en tiempo real y la comunicaci\u00f3n entre diversos procesos de fabricaci\u00f3n, sensores y sistemas. Se necesitan <strong>capacidades de red robustas y de baja latencia<\/strong> para facilitar un flujo de datos sin interrupciones y permitir la toma de decisiones en tiempo oportuno.<\/p>\n[\/vc_column_text][\/tab][\/tabbed_section][vc_custom_heading text=\u00bb4. Desarrollo de Habilidades de la Fuerza Laboral\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_row_inner column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][vc_column_text]La integraci\u00f3n de las tecnolog\u00edas de IA en la industria de fabricaci\u00f3n de autom\u00f3viles requiere una\u00a0<strong>mano de obra cualificada<\/strong>\u00a0capaz de aprovechar estas herramientas avanzadas de forma eficaz. Sin embargo, a menudo existe una brecha de habilidades y conocimientos cuando se trata de la implementaci\u00f3n de la IA.<\/p>\n<p>Los fabricantes deben priorizar las iniciativas de desarrollo de habilidades de la fuerza laboral para cerrar esta brecha. La colaboraci\u00f3n entre cient\u00edficos de datos, ingenieros y expertos en el dominio es crucial para el \u00e9xito de la implementaci\u00f3n de la IA. Fomentar el trabajo en equipo interfuncional y fomentar una cultura de aprendizaje e innovaci\u00f3n continuos puede crear un entorno propicio para la adopci\u00f3n efectiva de la IA.[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][image_with_animation image_url=\u00bb14767&#8243; image_size=\u00bbmedium_large\u00bb animation_type=\u00bbentrance\u00bb animation=\u00bbNone\u00bb animation_movement_type=\u00bbtransform_y\u00bb hover_animation=\u00bbnone\u00bb alignment=\u00bb\u00bb border_radius=\u00bbnone\u00bb box_shadow=\u00bbnone\u00bb image_loading=\u00bbdefault\u00bb max_width=\u00bb100%\u00bb max_width_mobile=\u00bbdefault\u00bb][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][divider line_type=\u00bbNo Line\u00bb][vc_custom_heading text=\u00bb\u00bfC\u00f3mo Superar los Desaf\u00edos de la Adquisici\u00f3n de Datos para la Integraci\u00f3n de la IA?\u00bb][divider line_type=\u00bbNo Line\u00bb][vc_column_text]Para superar algunos de los desaf\u00edos presentados anteriormente, se podr\u00edan utilizar varias estrategias y mejores pr\u00e1cticas:[\/vc_column_text][vc_custom_heading text=\u00bb1. Integraci\u00f3n de IoT\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_column_text]Aprovechar los dispositivos y sensores de\u00a0<strong>Internet de las cosas (IoT)<\/strong>\u00a0puede facilitar la recopilaci\u00f3n y el monitoreo de datos en tiempo real. Al incorporar sensores en los equipos de fabricaci\u00f3n y en las l\u00edneas de producci\u00f3n, los fabricantes pueden capturar datos valiosos a lo largo del proceso de producci\u00f3n, lo que permite una mejor toma de decisiones y optimizaci\u00f3n del proceso.[\/vc_column_text][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/6&#8243; 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][\/vc_column][vc_column column_padding=\u00bbpadding-2-percent\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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=\u00bb#dee9ed\u00bb background_color_opacity=\u00bb1&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb2\/3&#8243; 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 column_padding_type=\u00bbdefault\u00bb gradient_type=\u00bbdefault\u00bb][vc_row_inner content_placement=\u00bbmiddle\u00bb column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][image_with_animation image_url=\u00bb13203&#8243; image_size=\u00bbfull\u00bb animation_type=\u00bbentrance\u00bb animation=\u00bbNone\u00bb animation_movement_type=\u00bbtransform_y\u00bb hover_animation=\u00bbnone\u00bb alignment=\u00bb\u00bb border_radius=\u00bbnone\u00bb box_shadow=\u00bbnone\u00bb image_loading=\u00bblazy-load\u00bb max_width=\u00bb100%\u00bb max_width_mobile=\u00bbdefault\u00bb][\/vc_column_inner][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][vc_column_text]<a href=\"https:\/\/controlar.com\/en\/business-units\/automation-systems\/iot\/\" target=\"_blank\" rel=\"noopener\">QiO2<\/a>\u00a0es una soluci\u00f3n de IoT altamente escalable desarrollada por\u00a0<a href=\"https:\/\/www.controlar.com\/en\/\" target=\"_blank\" rel=\"noopener\">Controlar<\/a>\u00a0para aplicaciones industriales que aprovecha la comunicaci\u00f3n LoRaWAN\u00ae y Wi-Fi para una cobertura de mayor alcance de una diversidad de sensores, actuadores y puertas de enlace.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/6&#8243; 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][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_custom_heading text=\u00bb2. Asociaciones de Datos\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_column_text]La colaboraci\u00f3n con proveedores, clientes y otras partes interesadas en la cadena de valor automotriz puede ayudar a establecer asociaciones de datos.\u00a0<strong>Compartir datos con socios de confianza<\/strong>\u00a0puede proporcionar acceso a fuentes de datos adicionales, mejorar la calidad de los datos y facilitar un an\u00e1lisis m\u00e1s completo de los procesos de fabricaci\u00f3n.[\/vc_column_text][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/6&#8243; 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][\/vc_column][vc_column column_padding=\u00bbpadding-2-percent\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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=\u00bb#dee9ed\u00bb background_color_opacity=\u00bb1&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb2\/3&#8243; 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 column_padding_type=\u00bbdefault\u00bb gradient_type=\u00bbdefault\u00bb][vc_row_inner content_placement=\u00bbmiddle\u00bb column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][image_with_animation image_url=\u00bb14826&#8243; image_size=\u00bbfull\u00bb animation_type=\u00bbentrance\u00bb animation=\u00bbNone\u00bb animation_movement_type=\u00bbtransform_y\u00bb hover_animation=\u00bbnone\u00bb alignment=\u00bb\u00bb border_radius=\u00bbnone\u00bb box_shadow=\u00bbnone\u00bb image_loading=\u00bblazy-load\u00bb max_width=\u00bb100%\u00bb max_width_mobile=\u00bbdefault\u00bb][\/vc_column_inner][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][vc_column_text]En 2021,\u00a0<a href=\"https:\/\/media.ford.com\/content\/fordmedia\/fna\/us\/en\/news\/2021\/02\/01\/ford-google-accelerate-auto-innovation.html\" target=\"_blank\" rel=\"nofollow noopener\">Ford y Google anunciaron una asociaci\u00f3n para desarrollar una nueva generaci\u00f3n de coches conectados<\/a>. La asociaci\u00f3n le dar\u00e1 a Ford acceso a la tecnolog\u00eda de inteligencia artificial de Google para crear nuevas funciones y servicios para sus veh\u00edculos.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/6&#8243; 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][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_custom_heading text=\u00bb3. Aumento de Datos\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_column_text]En los casos en que el volumen o la calidad de los datos sean insuficientes, los fabricantes pueden emplear t\u00e9cnicas de aumento de datos. Esto implica generar datos\u00a0<strong>sint\u00e9ticos<\/strong>\u00a0o enriquecer los datos existentes a trav\u00e9s de t\u00e9cnicas como la\u00a0<strong>interpolaci\u00f3n de datos<\/strong>,\u00a0<strong>la extrapolaci\u00f3n o la<\/strong>\u00a0<strong>simulaci\u00f3n<\/strong>. Los datos aumentados pueden ayudar a superar las limitaciones y mejorar la eficacia de los sistemas de IA.[\/vc_column_text][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; 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background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][image_with_animation image_url=\u00bb14821&#8243; image_size=\u00bbfull\u00bb animation_type=\u00bbentrance\u00bb animation=\u00bbNone\u00bb animation_movement_type=\u00bbtransform_y\u00bb hover_animation=\u00bbnone\u00bb alignment=\u00bb\u00bb border_radius=\u00bbnone\u00bb box_shadow=\u00bbnone\u00bb image_loading=\u00bblazy-load\u00bb max_width=\u00bb100%\u00bb max_width_mobile=\u00bbdefault\u00bb][\/vc_column_inner][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][vc_column_text]Mediante el uso de datos sint\u00e9ticos para entrenar modelos de IA con el fin de identificar posibles problemas en la l\u00ednea de producci\u00f3n, los fabricantes pueden prevenir los problemas antes de que se produzcan, mejorando la eficiencia del proceso de producci\u00f3n.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; 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background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][image_with_animation image_url=\u00bb14835&#8243; image_size=\u00bbfull\u00bb animation_type=\u00bbentrance\u00bb animation=\u00bbNone\u00bb animation_movement_type=\u00bbtransform_y\u00bb hover_animation=\u00bbnone\u00bb alignment=\u00bb\u00bb border_radius=\u00bbnone\u00bb box_shadow=\u00bbnone\u00bb image_loading=\u00bblazy-load\u00bb max_width=\u00bb100%\u00bb max_width_mobile=\u00bbdefault\u00bb][\/vc_column_inner][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][vc_column_text]<a href=\"https:\/\/www.autodesk.com\/customer-stories\/general-motors-generative-design\" target=\"_blank\" rel=\"nofollow noopener\">GM utiliza el dise\u00f1o generativo basado en IA para desarrollar pruebas de concepto para<\/a>\u00a0nuevas piezas de autom\u00f3viles que son m\u00e1s ligeras y resistentes que las piezas originales. Esto ayudar\u00e1 a mejorar la eficiencia de combustible y los est\u00e1ndares de seguridad de los veh\u00edculos de GM.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/6&#8243; 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][\/vc_column][\/vc_row][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 overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; 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 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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_custom_heading text=\u00bb5. Seguimiento y Evaluaci\u00f3n Continuos\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_column_text]La implementaci\u00f3n de sistemas de IA es un proceso continuo que requiere un seguimiento y una evaluaci\u00f3n continuos. 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background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][vc_column_text]El piloto autom\u00e1tico de Tesla utiliza la IA para navegar por s\u00ed mismo y evitar obst\u00e1culos. Despu\u00e9s de monitorear su rendimiento, los ingenieros descubrieron que estos sistemas ten\u00edan un rendimiento inferior en rutas con obst\u00e1culos inesperados. 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background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/1&#8243; 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][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][vc_custom_heading text=\u00bbPlataforma de Integraci\u00f3n de IoT\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_column_text]Controlar ha desarrollado\u00a0<a href=\"https:\/\/controlar.com\/en\/business-units\/automation-systems\/iot\/\" target=\"_blank\" rel=\"noopener\">QIO2<\/a>, una\u00a0<strong>plataforma de gesti\u00f3n de dispositivos IoT<\/strong>\u00a0para aplicaciones de monitoreo industrial que utiliza LoRaWAN\u00ae y comunicaci\u00f3n Wi-Fi para aumentar la cobertura de la planta de producci\u00f3n.<\/p>\n<p>Se trata de una soluci\u00f3n altamente escalable, que permite el uso simult\u00e1neo de un gran n\u00famero y variedad de sensores, actuadores y pasarelas.[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][image_with_animation image_url=\u00bb7620&#8243; image_size=\u00bbfull\u00bb animation_type=\u00bbentrance\u00bb animation=\u00bbNone\u00bb animation_movement_type=\u00bbtransform_y\u00bb hover_animation=\u00bbnone\u00bb alignment=\u00bb\u00bb border_radius=\u00bbnone\u00bb box_shadow=\u00bbnone\u00bb image_loading=\u00bbdefault\u00bb max_width=\u00bb100%\u00bb max_width_mobile=\u00bbdefault\u00bb][\/vc_column_inner][\/vc_row_inner][vc_column_text]<a href=\"https:\/\/controlar.com\/en\/business-units\/automation-systems\/iot\/\" target=\"_blank\" rel=\"noopener\">QIO2<\/a>\u00a0se puede utilizar con una base en la nube o en las instalaciones. Todos los datos recuperados se centralizan y se pueden analizar con diferentes paneles en los que se pueden configurar alertas para ciertas variables.<\/p>\n<p>La plataforma de gesti\u00f3n Controlar IoT mantiene toda la informaci\u00f3n asegurada con la implementaci\u00f3n de m\u00f3dulos de encriptaci\u00f3n en las capas de comunicaci\u00f3n y base de datos. Esta soluci\u00f3n tiene un gran potencial para un gran n\u00famero de industrias, a la hora de formar parte de la revoluci\u00f3n de la IA.[\/vc_column_text][vc_custom_heading text=\u00bbInspecci\u00f3n de Calidad y Detecci\u00f3n de Defectos con IA\u00bb font_container=\u00bbtag:h3|font_size:20|text_align:left\u00bb][vc_column_text]Controlar se ha comprometido a utilizar la IA en varios sistemas innovadores que se han estado desarrollando recientemente.[\/vc_column_text][vc_custom_heading text=\u00bbInspecci\u00f3n de Pantallas\u00bb font_container=\u00bbtag:h3|font_size:18|text_align:left\u00bb link=\u00bburl:https%3A%2F%2Fcontrolar.com%2Fen%2Fnew-project-for-automotive-display-inspection%2F|target:_blank\u00bb][vc_row_inner column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][vc_column_text]Controlar se ha asociado con\u00a0<a href=\"https:\/\/www.visteon.com\/\" target=\"_blank\" rel=\"nofollow noopener\">Visteon<\/a>\u00a0y\u00a0<a href=\"https:\/\/www.fraunhofer.pt\/\" target=\"_blank\" rel=\"nofollow noopener\">Fraunhofer<\/a>\u00a0Portugal para desarrollar una\u00a0<a href=\"https:\/\/controlar.com\/en\/new-project-for-automotive-display-inspection\/\" target=\"_blank\" rel=\"noopener\">m\u00e1quina innovadora para la inspecci\u00f3n de pantallas de autom\u00f3viles<\/a>, utilizando visi\u00f3n artificial e inteligencia artificial.<\/p>\n<p>Este proyecto tiene como objetivo desarrollar una m\u00e1quina que pueda\u00a0<strong>inspeccionar y detectar autom\u00e1ticamente cualquier defecto<\/strong>\u00a0o anomal\u00eda\u00a0<strong>en las pantallas<\/strong>\u00a0de los autom\u00f3viles, que son una parte integral de los autom\u00f3viles modernos. La m\u00e1quina utilizar\u00e1 sistemas de visi\u00f3n de alta resoluci\u00f3n para capturar im\u00e1genes de la pantalla, y los algoritmos de inteligencia artificial analizar\u00e1n estas im\u00e1genes para identificar cualquier defecto.[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][image_with_animation image_url=\u00bb12728&#8243; image_size=\u00bbfull\u00bb animation_type=\u00bbentrance\u00bb animation=\u00bbNone\u00bb animation_movement_type=\u00bbtransform_y\u00bb hover_animation=\u00bbnone\u00bb alignment=\u00bbcenter\u00bb border_radius=\u00bbnone\u00bb box_shadow=\u00bbnone\u00bb image_loading=\u00bblazy-load\u00bb max_width=\u00bb100%\u00bb max_width_mobile=\u00bbdefault\u00bb][\/vc_column_inner][\/vc_row_inner][vc_column_text]La asociaci\u00f3n entre Controlar, Visteon y Fraunhofer Portugal re\u00fane la experiencia de tres entidades l\u00edderes en los campos de la electr\u00f3nica automotriz, la visi\u00f3n artificial y la inteligencia artificial. Se espera que esta colaboraci\u00f3n d\u00e9 como resultado una m\u00e1quina que establezca nuevos est\u00e1ndares para la inspecci\u00f3n de pantallas de autom\u00f3viles y mejore la calidad y la seguridad de los autom\u00f3viles modernos.[\/vc_column_text][vc_custom_heading text=\u00bbInspecci\u00f3n de Anillos de Pist\u00f3n\u00bb font_container=\u00bbtag:h3|font_size:18|text_align:left\u00bb link=\u00bburl:http%3A%2F%2Fwww.projetopriime.pt|target:_blank\u00bb][vc_row_inner column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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][vc_column_text]Controlar, together with <a href=\"https:\/\/www.mahle.com\/\" target=\"_blank\" rel=\"nofollow noopener\">MAHLE<\/a> and <a href=\"https:\/\/ccg.pt\/\" target=\"_blank\" rel=\"nofollow noopener\">CCG<\/a>, has been developing a <a href=\"www.projetopriime.pt\" target=\"_blank\" rel=\"noopener\">machine to automatically detect defects on piston rings<\/a>, in order to fully automatize the test of these crucial products of vehicles.<\/p>\n<p>This machine has the capability to deal with <strong>piston rings<\/strong> with different dimensions, and to <strong>detect their defects in real-time<\/strong>, in order to improve production efficiency, and increase the quality of the product. It includes AI algorithms, that together with high-resolution cameras, are able to fulfill the objectives of the project.[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/2&#8243; 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_video_player_self_hosted video_mp4=\u00bbhttps:\/\/controlar.com\/wp-content\/uploads\/2023\/08\/Piston-Ring-Inspection-1.mp4&#8243; align=\u00bbcenter\u00bb player_functionality=\u00bbdefault\u00bb hide_controls=\u00bbyes\u00bb loop=\u00bbyes\u00bb autoplay=\u00bbyes\u00bb autoplay_func=\u00bbscroll_based\u00bb video_loading=\u00bbdefault\u00bb border_radius=\u00bbnone\u00bb box_shadow=\u00bbnone\u00bb muted=\u00bbtrue\u00bb advanced_gradient_display_type=\u00bblinear\u00bb][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=\u00bbfull_width_background\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 bg_color=\u00bb#dee9ed\u00bb scene_position=\u00bbcenter\u00bb text_color=\u00bbdark\u00bb text_align=\u00bbleft\u00bb row_border_radius=\u00bbnone\u00bb row_border_radius_applies=\u00bbbg\u00bb overflow=\u00bbvisible\u00bb overlay_strength=\u00bb0.3&#8243; gradient_direction=\u00bbleft_to_right\u00bb shape_divider_position=\u00bbbottom\u00bb bg_image_animation=\u00bbnone\u00bb gradient_type=\u00bbdefault\u00bb shape_type=\u00bb\u00bb][vc_column column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; 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&#8243; width=\u00bb1\/1&#8243; 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][vc_row_inner column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/1&#8243; 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][\/vc_column_inner][\/vc_row_inner][vc_custom_heading text=\u00bbConclusi\u00f3n\u00bb][divider line_type=\u00bbNo Line\u00bb][vc_column_text]\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p>La integraci\u00f3n de la inteligencia artificial (IA) en la fabricaci\u00f3n de autom\u00f3viles ha supuesto importantes avances en la optimizaci\u00f3n de la producci\u00f3n y los sistemas de prueba. Con algoritmos impulsados por IA, los sistemas de prueba pueden\u00a0<strong>automatizar procesos<\/strong>,\u00a0<strong>detectar defectos<\/strong>\u00a0y\u00a0<strong>realizar pruebas virtuales<\/strong>, lo que da como resultado evaluaciones m\u00e1s r\u00e1pidas y precisas del rendimiento del producto.<\/p>\n<p>Sin embargo, existen algunos desaf\u00edos con el uso de la IA en la fabricaci\u00f3n de autom\u00f3viles.\u00a0<strong>La adquisici\u00f3n de datos plantea dificultades<\/strong>\u00a0como la fragmentaci\u00f3n de datos, la heterogeneidad y los silos de datos, que requieren estrategias eficaces como la integraci\u00f3n de IoT, las asociaciones de datos y el aumento de datos. Adem\u00e1s, garantizar la privacidad y seguridad de los datos es crucial para proteger la informaci\u00f3n confidencial y cumplir con las regulaciones.<\/p>\n<p>Sin embargo, los avances en los sistemas de prueba basados en IA han demostrado ser invaluables para la industria automotriz, ya que permiten a los fabricantes lograr una mayor\u00a0<strong>precisi\u00f3n de prueba<\/strong>, una\u00a0<strong>mayor eficiencia<\/strong>, una\u00a0<strong>mejor calidad<\/strong>\u00a0<strong>y confiabilidad<\/strong>\u00a0del producto, todo lo cual resulta en\u00a0<strong>una reducci\u00f3n de costos<\/strong> para los fabricantes.<\/p>\n<\/div>\n<\/div>\n[\/vc_column_text][vc_row_inner column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/1&#8243; 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][\/vc_column_inner][\/vc_row_inner][vc_column_text]\n<p style=\"text-align: center;\"><strong><a href=\"https:\/\/controlar.com\/es\/contactos\/\" target=\"_blank\" rel=\"noopener\">Para obtener m\u00e1s informaci\u00f3n sobre c\u00f3mo Controlar puede optimizar su producci\u00f3n a trav\u00e9s de soluciones de IA, cont\u00e1ctenos AQU\u00cd.<\/a><\/strong><\/p>\n[\/vc_column_text][vc_row_inner column_margin=\u00bbdefault\u00bb column_direction=\u00bbdefault\u00bb column_direction_tablet=\u00bbdefault\u00bb column_direction_phone=\u00bbdefault\u00bb text_align=\u00bbleft\u00bb row_position=\u00bbdefault\u00bb row_position_tablet=\u00bbinherit\u00bb row_position_phone=\u00bbinherit\u00bb overflow=\u00bbvisible\u00bb pointer_events=\u00bball\u00bb][vc_column_inner column_padding=\u00bbno-extra-padding\u00bb column_padding_tablet=\u00bbinherit\u00bb column_padding_phone=\u00bbinherit\u00bb column_padding_position=\u00bball\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&#8243; background_hover_color_opacity=\u00bb1&#8243; column_backdrop_filter=\u00bbnone\u00bb column_shadow=\u00bbnone\u00bb column_border_radius=\u00bbnone\u00bb column_link_target=\u00bb_self\u00bb overflow=\u00bbvisible\u00bb gradient_direction=\u00bbleft_to_right\u00bb overlay_strength=\u00bb0.3&#8243; width=\u00bb1\/1&#8243; 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][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>Conozca los beneficios, los desaf\u00edos y las mejores pr\u00e1cticas para implementar la IA en los sistemas de automatizaci\u00f3n y prueba.<\/p>\n","protected":false},"author":4,"featured_media":15025,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[91],"tags":[],"class_list":{"0":"post-25430","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-centro-de-conocimiento-es"},"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/posts\/25430","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/comments?post=25430"}],"version-history":[{"count":13,"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/posts\/25430\/revisions"}],"predecessor-version":[{"id":25562,"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/posts\/25430\/revisions\/25562"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/media\/15025"}],"wp:attachment":[{"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/media?parent=25430"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/categories?post=25430"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/controlar.com\/es\/wp-json\/wp\/v2\/tags?post=25430"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}