{"id":8487,"date":"2018-10-22T11:12:25","date_gmt":"2018-10-22T09:12:25","guid":{"rendered":"https:\/\/www.telecom-sudparis.eu\/en\/?p=8487"},"modified":"2025-02-10T17:12:44","modified_gmt":"2025-02-10T16:12:44","slug":"data-mobility-or-the-art-of-modeling-travel-patterns","status":"publish","type":"post","link":"https:\/\/www.telecom-sudparis.eu\/en\/research\/data-mobility-or-the-art-of-modeling-travel-patterns\/","title":{"rendered":"Data-Mobility or the art of modeling travel patterns"},"content":{"rendered":"<div id=\"pl-8487\"  class=\"panel-layout\" ><div id=\"pg-8487-0\"  class=\"panel-grid panel-has-style\" ><div class=\"siteorigin-panels-stretch panel-row-style panel-row-style-for-8487-0\" data-stretch-type=\"full-width-stretch\" ><div id=\"pgc-8487-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-8487-0-0-0\" class=\"so-panel widget widget_sow-hero panel-first-child panel-last-child widgetopts-SO\" data-index=\"0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-hero so-widget-sow-hero-default-ff5e3a5f860f-8487 so-widget-fittext-wrapper\"\n\t\t\t\n\t\t>\t\t\t\t<div class=\"sow-slider-base\" style=\"display: none\" tabindex=\"0\">\n\t\t\t\t\t<ul\n\t\t\t\t\tclass=\"sow-slider-images\"\n\t\t\t\t\tdata-settings=\"{&quot;pagination&quot;:true,&quot;speed&quot;:800,&quot;timeout&quot;:8000,&quot;paused&quot;:false,&quot;pause_on_hover&quot;:false,&quot;swipe&quot;:true,&quot;nav_always_show_desktop&quot;:&quot;&quot;,&quot;nav_always_show_mobile&quot;:&quot;&quot;,&quot;breakpoint&quot;:&quot;780px&quot;,&quot;unmute&quot;:false,&quot;anchor&quot;:null}\"\n\t\t\t\t\t\t\t\t\t\tdata-anchor-id=\"\"\n\t\t\t\t>\t\t<li class=\"sow-slider-image  sow-slider-image-cover\" style=\"visibility: visible;;background-color: #333333\" >\n\t\t\t\t\t<div class=\"sow-slider-image-container\">\n\t\t\t<div class=\"sow-slider-image-wrapper\">\n\t\t\t\t<h1 style=\"text-align: center\">DATA-MOBILITY :<\/h1>\n<h1 style=\"text-align: center\">THE ART OF MODELING TRAVEL PATTERNS<\/h1>\n<h2 style=\"text-align: center\"><strong>The major rail workers\u2019 strike in France on the spring of 2018 transformed French travel habits, especially in the Ile-de-France region. Vincent Gauthier, a researcher at T\u00e9l\u00e9com SudParis, is working to understand the travel patterns in this region and around the world using mobile data<\/strong><\/h2>\n<div class=\"sow-hero-buttons\" style=\"text-align: center\"><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-button so-widget-sow-button-wire-ab0ce0d34e1e\"\n\t\t\t\n\t\t><div class=\"ow-button-base ow-button-align-center\"\n>\n\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.telecom-sudparis.eu\/en\/?s=Data\"\n\t\t\t\t\tclass=\"sowb-button ow-icon-placement-left ow-button-hover\" \t>\n\t\t<span>\n\t\t\t\n\t\t\tMore articles about Data\t\t<\/span>\n\t\t\t<\/a>\n\t<\/div>\n<\/div><\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<div class=\"sow-slider-image-overlay sow-slider-image-cover\" style=\"opacity: 0.39;background-image: url(https:\/\/cdn.pixabay.com\/photo\/2014\/07\/10\/10\/19\/steps-388914_960_720.jpg)\"  ><\/div>\t\t<\/li>\n\t\t<\/ul>\t\t\t\t<ol class=\"sow-slider-pagination\">\n\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"#\" data-goto=\"0\" aria-label=\"Display slide 1\"><\/a><\/li>\n\t\t\t\t\t\t\t\t\t<\/ol>\n\n\t\t\t\t<div class=\"sow-slide-nav sow-slide-nav-next\">\n\t\t\t\t\t<a href=\"#\" data-goto=\"next\" aria-label=\"Next slide\" data-action=\"next\">\n\t\t\t\t\t\t<em class=\"sow-sld-icon-thin-right\"><\/em>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"sow-slide-nav sow-slide-nav-prev\">\n\t\t\t\t\t<a href=\"#\" data-goto=\"previous\" aria-label=\"Previous slide\" data-action=\"prev\">\n\t\t\t\t\t\t<em class=\"sow-sld-icon-thin-left\"><\/em>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-8487-1\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-8487-1-0\"  class=\"panel-grid-cell\" ><div id=\"panel-8487-1-0-0\" class=\"so-panel widget widget_tsp-widget-content panel-first-child panel-last-child widgetopts-SO\" data-index=\"1\" ><div class=\"panel-widget-style panel-widget-style-for-8487-1-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-tsp-widget-content so-widget-tsp-widget-content-default-58ba54af99fe-8487\"\n\t\t\t\n\t\t>    <div class=\"wrap widget-content\">\n        <div class=\"content-area\">\n            <main id=\"main\" class=\"site-main\">\n                          <div class=\"addthis_inline_share_toolbox_hibt addthis_mobile\"><\/div>\n          <div class=\"breadcrumb\">\n                      <\/div>\n                      <article id=\"post-8487\" class=\"post-8487 post type-post status-publish format-standard hentry category-a-la-une category-news category-research\">\n                    <header class=\"entry-header\">\n\n                                                <h1 class=\"entry-title\">\n\t                        Data-Mobility or the art of modeling travel patterns                        <\/h1>\n                        \n\t                                                                <\/header><!-- .entry-header -->\n                                        <div class=\"entry-content\">\n                      The French have a saying that reflects the daily routine of millions of Parisians: \u201c<em>m\u00e9tro-boulot-dodo<\/em>\u201d (metro-work-sleep).\u00a0 While this seems to be the universal experience for Il-de-France residents, individual variations exist. Some individuals only use public transport via one of the two major networks, RATP or SNCF, but others prefer driving. There are also those who change from the metro to the RER train, or leave their car part way and take a train. All of this information can be found through mobile data analysis. Vincent Gauthier, associate research professor at T\u00e9l\u00e9com SudParis, has become a specialist in the area.\n<h2><strong>Using mobile networks to understand mobility<\/strong><\/h2>\nDetermining someone\u2019s travel itinerary based on the mobile data provided by their operator is not an easy task. \u201c<em>A telephone only transmits its GPS position to applications that request it, such as Waze<\/em>,\u201d Vincent Gauthier explains. \u201c<em>The only knowledge an operator can use to establish a person\u2019s geographic location is which mobile base stations they were connected to during their travels<\/em>.\u201d\n\nThe French telephone network, which is shared between different operators including Orange, SFR and Bouygues, forms an irregular grid pattern (see Fig. 3). The different relay or base stations provide a network connection based on clearly defined zones. When a person leaves a zone, they automatically enter another one, and their telephone connects to the new corresponding base station. The size of these zones varies in each region. In the Ile-de-France region, a large number of base stations are concentrated and clustered together in Paris, but there are much fewer in the Seine-et-Marne region.                    <\/div><!-- .entry-content -->\n                <\/article><!-- #post-## -->\n\n            <\/main><!-- #main -->\n        <\/div><!-- #primary -->\n    <\/div><!-- .wrap -->\n\t<\/div><\/div><\/div><\/div><\/div><div id=\"pg-8487-2\"  class=\"panel-grid panel-has-style\" ><div class=\"so-parallax siteorigin-panels-stretch panel-row-style panel-row-style-for-8487-2\" data-stretch-type=\"full-width-stretch\" ><img src=https:\/\/cdn.pixabay.com\/photo\/2015\/03\/26\/10\/56\/london-692137_960_720.jpg data-siteorigin-parallax=\"true\"><div id=\"pgc-8487-2-0\"  class=\"panel-grid-cell\" ><div id=\"panel-8487-2-0-0\" class=\"so-panel widget widget_sow-headline panel-first-child panel-last-child widgetopts-SO\" data-index=\"2\" ><div class=\"panel-widget-style panel-widget-style-for-8487-2-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-headline so-widget-sow-headline-default-1594803fe5fa-8487\"\n\t\t\t\n\t\t><div class=\"sow-headline-container \">\n\t\t\t\t\t\t\t<h1 class=\"sow-headline\">\n\t\t\t\t\t\tUsing mobile networks to understand mobility\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-8487-3\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-8487-3-0\"  class=\"panel-grid-cell\" ><div id=\"panel-8487-3-0-0\" class=\"so-panel widget widget_sow-image-grid panel-first-child widgetopts-SO\" data-index=\"3\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-image-grid so-widget-sow-image-grid-default-3fbf13dff59f-8487\"\n\t\t\t\n\t\t>\t<div\n\t\tclass=\"sow-image-grid-wrapper\"\n\t\t\t\t\t>\n\t\t\t\t\t<div class=\"sow-image-grid-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"162\" src=\"https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig1_data-mobilit\u00e9_methode-reduit.png\" class=\"sow-image-grid-image_html\" alt=\"\" title=\"Fig. 1 : Method used to aggregate the transport networks to closely analyze the route taken.\" srcset=\"https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig1_data-mobilit\u00e9_methode-reduit.png 300w, https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig1_data-mobilit\u00e9_methode-reduit-24x13.png 24w, https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig1_data-mobilit\u00e9_methode-reduit-36x19.png 36w, https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig1_data-mobilit\u00e9_methode-reduit-48x26.png 48w\" sizes=\"auto, 100vw\" \/>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n<\/div><\/div><div id=\"panel-8487-3-0-1\" class=\"so-panel widget widget_text panel-last-child widgetopts-SO\" data-index=\"4\" >\t\t\t<div class=\"textwidget\"><p>Fig. 1 : Method used to aggregate the transport networks to closely analyze the route taken.<\/p>\n<\/div>\n\t\t<\/div><\/div><div id=\"pgc-8487-3-1\"  class=\"panel-grid-cell\" ><div id=\"panel-8487-3-1-0\" class=\"so-panel widget widget_sow-image-grid panel-first-child widgetopts-SO\" data-index=\"5\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-image-grid so-widget-sow-image-grid-default-3fbf13dff59f-8487\"\n\t\t\t\n\t\t>\t<div\n\t\tclass=\"sow-image-grid-wrapper\"\n\t\t\t\t\t>\n\t\t\t\t\t<div class=\"sow-image-grid-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"150\" src=\"https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig2_data-mobilit\u00e9_matrice-reduit-e1523964826841.png\" class=\"sow-image-grid-image_html\" alt=\"\" title=\"Fig. 2 : Origin-destination matrix for a day in the Ile-de-France region.\" srcset=\"https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig2_data-mobilit\u00e9_matrice-reduit-e1523964826841.png 300w, https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig2_data-mobilit\u00e9_matrice-reduit-e1523964826841-24x12.png 24w, https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig2_data-mobilit\u00e9_matrice-reduit-e1523964826841-36x18.png 36w, https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig2_data-mobilit\u00e9_matrice-reduit-e1523964826841-48x24.png 48w\" sizes=\"auto, 100vw\" \/>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n<\/div><\/div><div id=\"panel-8487-3-1-1\" class=\"so-panel widget widget_text panel-last-child widgetopts-SO\" data-index=\"6\" >\t\t\t<div class=\"textwidget\"><p>Fig. 2 : Origin-destination matrix for a day in the Ile-de-France region.<\/p>\n<\/div>\n\t\t<\/div><\/div><div id=\"pgc-8487-3-2\"  class=\"panel-grid-cell\" ><div id=\"panel-8487-3-2-0\" class=\"so-panel widget widget_sow-image-grid panel-first-child widgetopts-SO\" data-index=\"7\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-image-grid so-widget-sow-image-grid-default-3fbf13dff59f-8487\"\n\t\t\t\n\t\t>\t<div\n\t\tclass=\"sow-image-grid-wrapper\"\n\t\t\t\t\t>\n\t\t\t\t\t<div class=\"sow-image-grid-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"206\" height=\"160\" src=\"https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig3_data-mobilit\u00e9_stations-de-base-e1524044154900.png\" class=\"sow-image-grid-image_html\" alt=\"\" title=\"Fig. 3 : Grid pattern for the mobile network base stations.\" srcset=\"https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig3_data-mobilit\u00e9_stations-de-base-e1524044154900.png 206w, https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig3_data-mobilit\u00e9_stations-de-base-e1524044154900-24x19.png 24w, https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig3_data-mobilit\u00e9_stations-de-base-e1524044154900-36x28.png 36w, https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2018\/10\/Fig3_data-mobilit\u00e9_stations-de-base-e1524044154900-48x37.png 48w\" sizes=\"auto, 100vw\" \/>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n<\/div><\/div><div id=\"panel-8487-3-2-1\" class=\"so-panel widget widget_text panel-last-child widgetopts-SO\" data-index=\"8\" >\t\t\t<div class=\"textwidget\"><p>Fig. 3 : Grid pattern for the mobile network base stations.<\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><div id=\"pg-8487-4\"  class=\"panel-grid panel-has-style\" ><div class=\"panel-row-style panel-row-style-for-8487-4\" ><div id=\"pgc-8487-4-0\"  class=\"panel-grid-cell\" ><div id=\"panel-8487-4-0-0\" class=\"so-panel widget widget_tsp-widget-content panel-first-child widgetopts-SO\" data-index=\"9\" ><div class=\"panel-widget-style panel-widget-style-for-8487-4-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-tsp-widget-content so-widget-tsp-widget-content-default-58ba54af99fe-8487\"\n\t\t\t\n\t\t>    <div class=\"wrap widget-content\">\n        <div class=\"content-area\">\n            <main id=\"main\" class=\"site-main\">\n                                <article id=\"post-8487\" class=\"post-8487 post type-post status-publish format-standard hentry category-a-la-une category-news category-research\">\n                    <header class=\"entry-header\">\n\n                                                <h1 class=\"entry-title\">\n\t                        Data-Mobility or the art of modeling travel patterns                        <\/h1>\n                        \n\t                                                                <\/header><!-- .entry-header -->\n                                        <div class=\"entry-content\">\n                      <p>The information produced from these connections only allows origin-destination matrices that are more or less detailed to be established. As an expert in the graphical representation of large volumes of data (Fig. 2), Vincent Gauthier wants to take this analysis a step further: \u201c<em>How does a person travel? Why? Where does the person live? How many other people take the same route? Answering these questions could help us optimize mobility options<\/em>.\u201d<\/p>\n<p>To reproduce the exact route an individual takes based on this non-specific information, he has worked on a new method with another researcher from T\u00e9l\u00e9com SudParis, Mounim El Yacoubi (ARMEDIA team\u2013EPH department).<\/p>\n<h2><strong>From optimizing transportation to geodemographics<\/strong><\/h2>\n<p>\u201c<em>Mounim and I have patented a method for automatically processing routes, which allows us to determine what types of transport a person has taken during their journey<\/em>,\u201d Vincent Gauthier explains. Thanks to their \u201cmethod for route estimation using mobile data\u201d, the two researchers can superimpose the different transport networks over the information the operators receive from the base stations (Fig. 1). \u201c<em>To identify the most likely road or rail journey the users have taken based on their route, we must use a huge database including the locations of the base stations, train stations and the maps of the different transport networks<\/em>.\u201d They are currently working with Bouygues to develop route estimations in \u201cnear real time\u201d.<\/p>\n<p>In their work, the two researchers are drawing on previous socio-demographic studies they conducted in Milan and in Africa. \u201c<em>We participated in estimating population density in the Ivory Coast and Senegal<\/em>,\u201d explains Vincent Gauthier. \u201c<em>The goal was to provide socio-demographic data that was lacking in these countries, so that the United Nations could establish more reliable statistics<\/em>.\u201d<\/p>\n<p>Vincent Gauthier\u2019s work goes beyond simply modeling big data; his expertise leads us to rethink the geography of our regions: \u201c<em>By analyzing individuals\u2019 routes and optimizing transport options accordingly, we could possibly divide the Ile-de-France region into more relevant sub-areas<\/em>.\u201d<\/p>\n                    <\/div><!-- .entry-content -->\n                <\/article><!-- #post-## -->\n\n            <\/main><!-- #main -->\n        <\/div><!-- #primary -->\n    <\/div><!-- .wrap -->\n\t<\/div><\/div><\/div><div id=\"panel-8487-4-0-1\" class=\"so-panel widget widget_tsp-widget-connexe panel-last-child widgetopts-SO\" data-index=\"10\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-tsp-widget-connexe so-widget-tsp-widget-connexe-default-58ba54af99fe-8487\"\n\t\t\t\n\t\t>        <div class=\"widget-connexe\">\n            <div class=\"wrap\">\n                                  <div class=\"post\">\n                      <a href=\"https:\/\/www.telecom-sudparis.eu\/en\/actualite\/machine-unlearning-nicolas-experience-at-telecom-sudparis\/\">\n                                                        <header class=\"entry-header\" style=\"background-image:url(https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2026\/03\/desapprentissage-en-ia-nicolas-renout-200-x-250-1.jpg)\">\n                                    <span class=\"overlay\"><\/span>\n                                <\/header>\n                                                      <div class=\"entry-content\">\n                          <h3 class=\"title\">Machine unlearning: Nicolas&#8217; experience at Telecom SudParis<\/h3>\n                                                <\/div>\n\n                      <\/a>\n                  <\/div>\n                                  <div class=\"post\">\n                      <a href=\"https:\/\/www.telecom-sudparis.eu\/en\/prepare-your-stay\/\">\n                                                        <header class=\"entry-header\" style=\"background-image:url(https:\/\/www.telecom-sudparis.eu\/en\/wp-content\/uploads\/sites\/3\/2025\/05\/man-593333_1280-e1747389561123.jpg)\">\n                                    <span class=\"overlay\"><\/span>\n                                <\/header>\n                                                      <div class=\"entry-content\">\n                          <h3 class=\"title\">Prepare your stay<\/h3>\n                                                <\/div>\n\n                      <\/a>\n                  <\/div>\n                                  <div class=\"post\">\n                      <a href=\"https:\/\/www.telecom-sudparis.eu\/en\/program-brochures\/\">\n                                                          <header class=\"entry-header\"><\/header>\n                                                          <div class=\"entry-content\">\n                          <h3 class=\"title\">Program Brochures<\/h3>\n                                                <\/div>\n\n                      <\/a>\n                  <\/div>\n                            <\/div>\n        <\/div>\n\t    <\/div><\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>DATA-MOBILITY : THE ART OF MODELING TRAVEL PATTERNS The major rail workers\u2019 strike in France on the spring of 2018 transformed French travel habits, especially in the Ile-de-France region. Vincent Gauthier, a researcher at T\u00e9l\u00e9com SudParis, is working to understand the travel patterns in this region and around the world using mobile data More articles &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/www.telecom-sudparis.eu\/en\/research\/data-mobility-or-the-art-of-modeling-travel-patterns\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Data-Mobility or the art of modeling travel patterns&#8221;<\/span><\/a><\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[90,519,8],"tags":[],"class_list":["post-8487","post","type-post","status-publish","format-standard","hentry","category-a-la-une","category-news","category-research"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data-Mobility or the art of modeling travel patterns - TELECOM SudParis<\/title>\n<meta name=\"robots\" content=\"noindex, nofollow\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data-Mobility or the art of modeling travel patterns - TELECOM SudParis\" \/>\n<meta property=\"og:description\" content=\"DATA-MOBILITY : THE ART OF MODELING TRAVEL PATTERNS The major rail workers\u2019 strike in France on the spring of 2018 transformed French travel habits, especially in the Ile-de-France region. 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