{"id":56135,"date":"2017-09-14T18:29:34","date_gmt":"2017-09-14T18:29:34","guid":{"rendered":"https:\/\/virtualdesk.es\/solutions\/big-data-y-anallitics-para-el-transporte\/"},"modified":"2018-11-22T09:24:35","modified_gmt":"2018-11-22T09:24:35","slug":"transport-big-data-analytics","status":"publish","type":"page","link":"https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/","title":{"rendered":"TRANSPORT BIG DATA &#038; ANALYTICS"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row row_height_percent=&#8221;30&#8243; back_image=&#8221;54960&#8243; back_repeat=&#8221;no-repeat&#8221; back_position=&#8221;center bottom&#8221; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; shift_y=&#8221;0&#8243; back_size=&#8221;none&#8221;][vc_column column_width_percent=&#8221;100&#8243; position_horizontal=&#8221;left&#8221; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; medium_width=&#8221;0&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; z_index=&#8221;0&#8243; width=&#8221;1\/1&#8243;][vc_empty_space empty_h=&#8221;2&#8243;][vc_custom_heading text_size=&#8221;h1&#8243; css_animation=&#8221;top-t-bottom&#8221;]<span style=\"color: #ffffff;\">TRANSPORT BIG DATA &amp; ANALYTICS<\/span>[\/vc_custom_heading][vc_empty_space empty_h=&#8221;2&#8243;][\/vc_column][\/vc_row][vc_row row_height_percent=&#8221;0&#8243; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; shift_y=&#8221;0&#8243; css=&#8221;.vc_custom_1485355821276{margin-top: 25px !important;}&#8221;][vc_column width=&#8221;1\/2&#8243;][vc_column_text el_class=&#8221;textDetail&#8221;]La necesidad de contar con informaci\u00f3n que sea precisa, fiable y actualizada es necesaria para la planificaci\u00f3n de infraestructuras y servicios de transporte, tanto p\u00fablico como privado.<\/p>\n<p>Virtual Desk cuenta con soluciones de anal\u00edtica avanzada, basadas en tecnolog\u00edas Big Data, que aportan un importante conocimiento del funcionamiento de la demanda de viajeros, de la operaci\u00f3n del servicio de transporte, de la optimizaci\u00f3n de rutas, etc.<\/p>\n<p>Contamos con Modelos anal\u00edticos para el conocimiento de la movilidad, que permiten automatizar las t\u00e9cnicas de conocimiento y an\u00e1lisis de la demanda del transporte colectivo, obtener la cadena modal de transporte de los usuarios, matrices de origen \/ destino, modelos predictivos de demanda. Dejando atr\u00e1s modelos tradicionales de encuestas, que resultan ineficientes y costosos.<\/p>\n<p>Estas soluciones, incorporan adem\u00e1s nuevas fuentes de informaci\u00f3n, adem\u00e1s de las propias validaciones de los viajes, hasta ahora ignoradas:<\/p>\n<ul>\n<li>CDRs de telefon\u00eda m\u00f3vil<\/li>\n<li>Datos meteorol\u00f3gicos<\/li>\n<li>Datos de los SAEs<\/li>\n<li>Datos de Apps de usuarios<\/li>\n<li>Datos de Sensores loT<\/li>\n<li>Encuestas sint\u00e9ticas<\/li>\n<\/ul>\n<p>[\/vc_column_text][vc_button button_color=&#8221;accent&#8221; size=&#8221;btn-lg&#8221; radius=&#8221;btn-round&#8221; shadow=&#8221;yes&#8221; icon=&#8221;fa fa-envelope-o&#8221; el_class=&#8221;moreinfo&#8221; link=&#8221;url:http%3A%2F%2Fvirtualdesk.es%2Fmas-info%2F|||&#8221;]M\u00c1S INFO[\/vc_button][\/vc_column][vc_column column_width_percent=&#8221;100&#8243; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; medium_width=&#8221;0&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; z_index=&#8221;0&#8243; width=&#8221;1\/2&#8243;][vc_accordion][vc_accordion_tab title=&#8221;OTRAS SOLUCIONES&#8221;][uncode_list]<\/p>\n<ul>\n<li><a href=\"\/?page_id=54957\">\u00a0HISTORIA SOCIAL \u00daNICA<\/a><\/li>\n<li><a href=\"https:\/\/virtualdesk.es\/en\/solutions\/primary-attention-of-social-services\/\">ATENCI\u00d3N PRIMARIA DE SERVICIOS SOCIALES<\/a><\/li>\n<li><a href=\"\/?page_id=55199\">PRESTACIONES Y SERVICIOS SOCIALES<\/a><\/li>\n<li><a href=\"https:\/\/virtualdesk.es\/en\/solutions\/big-data-analitics-sociosanitario\/\">BIG DATA &amp; ANALYTICS SOCIOSANITARIO<\/a><\/li>\n<li><a href=\"https:\/\/virtualdesk.es\/en\/solutions\/educational-big-data-analitics\/\">BIG DATA &amp; ANALYTICS\u00a0PARA EL TRANSPORTE<\/a><\/li>\n<li><a href=\"https:\/\/virtualdesk.es\/en\/solutions\/educational-big-data-analitics\/\">BIG DATA &amp; ANALYTICS\u00a0E<\/a>DUCATIVO<\/li>\n<li><a href=\"\/?page_id=55577\">BIG DATA &amp; ANALYTICS\u00a0PARA\u00a0R<\/a>ETAIL<\/li>\n<li><a href=\"\/?page_id=55208\">TRANSFORMACI\u00d3N DIGITAL<\/a><\/li>\n<li><a href=\"\/?page_id=54981\">TICKETING CONTACTLESS<\/a><\/li>\n<li><a href=\"\/?page_id=54975\">SMART CITIES<\/a><\/li>\n<li><a href=\"\/?page_id=54983\">INTEROPERABILIDAD ENI<\/a><\/li>\n<li><a href=\"https:\/\/virtualdesk.es\/en\/solutions\/automation-of-educational-processes\/\">AUTOMATIZACI\u00d3N DE PROCESOS EDUCATIVOS<\/a><\/li>\n<li><a href=\"\/?page_id=54991\">EVALUACI\u00d3N DOCENTE<\/a><\/li>\n<li><a href=\"\/?page_id=55211\">DIRECTORIO ONLINE<\/a><\/li>\n<li><a href=\"\/?page_id=55214\">ESCUCHA ACTIVA DE REDES SOCIALES<\/a><\/li>\n<li><a href=\"\/?page_id=55218\">MOTOR OFERTAS EN TIEMPO REAL<\/a><\/li>\n<\/ul>\n<p>[\/uncode_list][\/vc_accordion_tab][vc_accordion_tab title=&#8221;CASOS DE \u00c9XITO BIG DATA Y ANALYTICS PARA EL TRANSPORTE&#8221;][uncode_list]<\/p>\n<ul>\n<li class=\"p1\"><a href=\"https:\/\/virtualdesk.es\/en\/comunidad-de-madrid\/\"><span class=\"s1\">Plataforma anal\u00edtica del CRTM de la Comunidad de Madrid<\/span><\/a><\/li>\n<li class=\"p1\"><span class=\"s1\">Plataforma anal\u00edtica de la EMT de Madrid<\/span><\/li>\n<li>Sistema de Informaci\u00f3n de la Tarjeta Inteligente de Transporte P\u00fablico de la Comunidad de Madrid (contact less)<\/li>\n<li>Plataforma anal\u00edtica de la EMT (Empresa Municipal de Transportes de Madrid), implementaci\u00f3n de una plataforma anal\u00edtica basada en tecnolog\u00edas Big Data, as\u00ed como desarrollo de modelos anal\u00edticos y nuevos modelos de tr\u00e1fico y transporte basados en nuevos datos.<\/li>\n<li>Proyecto del Metro de Madrid, se trata de un soporte a la plataforma que gestiona las tarjetas de transporte p\u00fablico.<\/li>\n<li>Proyecto del CRTM, consistente en la implementaci\u00f3n de un Data Lake, basado en HortonWorks y Spark, para la ingesta de las validaciones provenientes de todos los operadores de transporte CAM.<\/li>\n<\/ul>\n<p>[\/uncode_list][\/vc_accordion_tab][\/vc_accordion][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/1&#8243;][vc_empty_space empty_h=&#8221;3&#8243;][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row row_height_percent=&#8221;30&#8243; back_image=&#8221;54960&#8243; back_repeat=&#8221;no-repeat&#8221; back_position=&#8221;center bottom&#8221; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; shift_y=&#8221;0&#8243; back_size=&#8221;none&#8221;][vc_column column_width_percent=&#8221;100&#8243; position_horizontal=&#8221;left&#8221; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; medium_width=&#8221;0&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; z_index=&#8221;0&#8243; width=&#8221;1\/1&#8243;][vc_empty_space empty_h=&#8221;2&#8243;][vc_custom_heading [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":56122,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-56135","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>TRANSPORT BIG DATA &amp; ANALYTICS - Virtual Desk<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"TRANSPORT BIG DATA &amp; ANALYTICS - Virtual Desk\" \/>\n<meta property=\"og:description\" content=\"[vc_row row_height_percent=&#8221;30&#8243; back_image=&#8221;54960&#8243; back_repeat=&#8221;no-repeat&#8221; back_position=&#8221;center bottom&#8221; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; shift_y=&#8221;0&#8243; back_size=&#8221;none&#8221;][vc_column column_width_percent=&#8221;100&#8243; position_horizontal=&#8221;left&#8221; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; medium_width=&#8221;0&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; z_index=&#8221;0&#8243; width=&#8221;1\/1&#8243;][vc_empty_space empty_h=&#8221;2&#8243;][vc_custom_heading [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/\" \/>\n<meta property=\"og:site_name\" content=\"Virtual Desk\" \/>\n<meta property=\"article:modified_time\" content=\"2018-11-22T09:24:35+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@virtualdesk_es\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/solutions\\\/transport-big-data-analytics\\\/\",\"url\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/solutions\\\/transport-big-data-analytics\\\/\",\"name\":\"TRANSPORT BIG DATA & ANALYTICS - Virtual Desk\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/#website\"},\"datePublished\":\"2017-09-14T18:29:34+00:00\",\"dateModified\":\"2018-11-22T09:24:35+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/solutions\\\/transport-big-data-analytics\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/virtualdesk.es\\\/en\\\/solutions\\\/transport-big-data-analytics\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/solutions\\\/transport-big-data-analytics\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Portada\",\"item\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Solutions\",\"item\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/soluciones\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"TRANSPORT BIG DATA &#038; ANALYTICS\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/\",\"name\":\"Virtual Desk\",\"description\":\"Innovaciones Tecnol\u00f3gicas\",\"publisher\":{\"@id\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/#organization\",\"name\":\"Virtual Desk\",\"url\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/virtualdesk.es\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/logo-vd-scaled.png\",\"contentUrl\":\"https:\\\/\\\/virtualdesk.es\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/logo-vd-scaled.png\",\"width\":2560,\"height\":963,\"caption\":\"Virtual Desk\"},\"image\":{\"@id\":\"https:\\\/\\\/virtualdesk.es\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/virtualdesk_es\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/virtual-desk\\\/\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"TRANSPORT BIG DATA & ANALYTICS - Virtual Desk","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/","og_locale":"en_US","og_type":"article","og_title":"TRANSPORT BIG DATA & ANALYTICS - Virtual Desk","og_description":"[vc_row row_height_percent=&#8221;30&#8243; back_image=&#8221;54960&#8243; back_repeat=&#8221;no-repeat&#8221; back_position=&#8221;center bottom&#8221; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; shift_y=&#8221;0&#8243; back_size=&#8221;none&#8221;][vc_column column_width_percent=&#8221;100&#8243; position_horizontal=&#8221;left&#8221; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;3&#8243; medium_width=&#8221;0&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; z_index=&#8221;0&#8243; width=&#8221;1\/1&#8243;][vc_empty_space empty_h=&#8221;2&#8243;][vc_custom_heading [&hellip;]","og_url":"https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/","og_site_name":"Virtual Desk","article_modified_time":"2018-11-22T09:24:35+00:00","twitter_card":"summary_large_image","twitter_site":"@virtualdesk_es","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/","url":"https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/","name":"TRANSPORT BIG DATA & ANALYTICS - Virtual Desk","isPartOf":{"@id":"https:\/\/virtualdesk.es\/en\/#website"},"datePublished":"2017-09-14T18:29:34+00:00","dateModified":"2018-11-22T09:24:35+00:00","breadcrumb":{"@id":"https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/virtualdesk.es\/en\/solutions\/transport-big-data-analytics\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/virtualdesk.es\/en\/"},{"@type":"ListItem","position":2,"name":"Solutions","item":"https:\/\/virtualdesk.es\/en\/soluciones\/"},{"@type":"ListItem","position":3,"name":"TRANSPORT BIG DATA &#038; ANALYTICS"}]},{"@type":"WebSite","@id":"https:\/\/virtualdesk.es\/en\/#website","url":"https:\/\/virtualdesk.es\/en\/","name":"Virtual Desk","description":"Innovaciones Tecnol\u00f3gicas","publisher":{"@id":"https:\/\/virtualdesk.es\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/virtualdesk.es\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/virtualdesk.es\/en\/#organization","name":"Virtual Desk","url":"https:\/\/virtualdesk.es\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/virtualdesk.es\/en\/#\/schema\/logo\/image\/","url":"https:\/\/virtualdesk.es\/wp-content\/uploads\/2025\/01\/logo-vd-scaled.png","contentUrl":"https:\/\/virtualdesk.es\/wp-content\/uploads\/2025\/01\/logo-vd-scaled.png","width":2560,"height":963,"caption":"Virtual Desk"},"image":{"@id":"https:\/\/virtualdesk.es\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/virtualdesk_es","https:\/\/www.linkedin.com\/company\/virtual-desk\/"]}]}},"_links":{"self":[{"href":"https:\/\/virtualdesk.es\/en\/wp-json\/wp\/v2\/pages\/56135","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/virtualdesk.es\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/virtualdesk.es\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/virtualdesk.es\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/virtualdesk.es\/en\/wp-json\/wp\/v2\/comments?post=56135"}],"version-history":[{"count":0,"href":"https:\/\/virtualdesk.es\/en\/wp-json\/wp\/v2\/pages\/56135\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/virtualdesk.es\/en\/wp-json\/wp\/v2\/pages\/56122"}],"wp:attachment":[{"href":"https:\/\/virtualdesk.es\/en\/wp-json\/wp\/v2\/media?parent=56135"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}