{"id":9218,"date":"2021-11-04T14:45:12","date_gmt":"2021-11-04T14:45:12","guid":{"rendered":"https:\/\/direc.dk\/mobility-analytics-using-sparse-mobility-data-and-open-spatial-data-2\/"},"modified":"2025-11-17T12:21:03","modified_gmt":"2025-11-17T12:21:03","slug":"mobility-analytics-using-sparse-mobility-data-and-open-spatial-data-2","status":"publish","type":"post","link":"https:\/\/direc.dk\/da\/mobility-analytics-using-sparse-mobility-data-and-open-spatial-data-2\/","title":{"rendered":"Mobility Analytics using Sparse Mobility Data and Open Spatial Data"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9218\" class=\"elementor elementor-9218 elementor-9183\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4bb6e288 elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-full_width elementor-section-height-default\" data-id=\"4bb6e288\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;triangle&quot;,&quot;shape_divider_bottom_negative&quot;:&quot;yes&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"true\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M500.2,94.7L0,0v100h1000V0L500.2,94.7z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-76415c21\" data-id=\"76415c21\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-inner-section elementor-element elementor-element-229f88ea elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"229f88ea\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3ad12ee2\" data-id=\"3ad12ee2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-41ab9e08 elementor-widget elementor-widget-heading\" data-id=\"41ab9e08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">DIREC-projekt<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15c8b253 animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"15c8b253\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Mobility Analytics using Sparse Mobility Data and Open Spatial Data<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-15f8012d\" data-id=\"15f8012d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-7701a76b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7701a76b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6a440612\" data-id=\"6a440612\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-768c6941 elementor-widget elementor-widget-heading\" data-id=\"768c6941\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Resum\u00e9<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1d08568e\" data-id=\"1d08568e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-287a7427 elementor-widget elementor-widget-text-editor\" data-id=\"287a7427\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>B\u00e5de samfund og industri har en v\u00e6sentlig interesse i velfungerende udend\u00f8rs og indend\u00f8rs mobilitetsinfrastrukturer, der er effektive, forudsigelige, milj\u00f8venlige og sikre. For udend\u00f8rs mobilitet st\u00e5r reduktion af tr\u00e6ngsel h\u00f8jt p\u00e5 den politiske dagsorden, ligesom reduktion af CO2-udledning, da transportsektoren er den n\u00e6stst\u00f8rste m\u00e5lt p\u00e5 udledning af drivhusgas.<\/p>\n<p>M\u00e6ngden af mobilitetsrelateret data er steget massivt, hvilket muligg\u00f8r en stadig bredere vifte af analyser. N\u00e5r de kombineres med digitale repr\u00e6sentationer af vejnet og bygningsinteri\u00f8r, rummer disse data potentialet for at muligg\u00f8re en mere finkornet forst\u00e5else af mobilitet og for at muligg\u00f8re mere effektiv, forudsigelig og milj\u00f8venlig mobilitet.<\/p>\n<p><strong>Projektperiode:<\/strong> 2021-2024<br \/><strong>Budget:<\/strong> 9,41 millioner kr.<\/p>\n<p><strong>Projektleder<\/strong><\/p>\n<ul>\n<li>Professor Christian S. Jensen<\/li>\n<li>Department of Computer Science, AAU<\/li>\n<li>csj@cs.aau.dk<\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d4bbe55 elementor-widget elementor-widget-toggle\" data-id=\"1d4bbe55\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-4911\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-4911\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Mere info (p\u00e5 engelsk)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-4911\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-4911\"><p>The mobility of people and things is an important societal process that facilitates and affects the lives of most people. Thus, society, including industry, has a substantial interest in well-functioning outdoor and indoor mobility infrastructures that are efficient, predictable, environmentally friendly, and safe. For outdoor mobility, reduction of congestion is high on the political agenda \u2013 it is estimated that congestion costs Denmark 30 billion DKK per year. Similarly, the reduction of CO2 emissions from transportation is on the political agenda, as the transportation sector is the second largest in terms of greenhouse gas emissions. Danish municipalities are interested in understanding the potentials for integrating various types of e-bikes in transportation planning. Increased use of such bicycles may contribute substantially to the greening of transportation and may also ease congestion and thus improve travel times. For indoor mobility, corridors and elevators represent bottlenecks for mobility in large building complexes (e.g. hospitals, factories and university campuses). With the addition of mobile robots, humans and robots will also be fighting to use the same space when moving indoors. Heavy use of corridors is also a source of noise that negatively impacts building occupants.<\/p>\n<p>The ongoing, sweeping digitalisation has also reached outdoor and indoor mobility. Thus, increasingly massive volumes of mobility-related data, e.g. from sensors embedded in the road and building infrastructures, networked positioning (e.g. GPS or UWB) devices (e.g. smartphones and in-vehicle navigation devices) or indoor mobile robots, are becoming available. This enables an increasingly wide range of analyses related to mobility. When combined with digital representations of road networks and building interiors, this data holds the potential for enabling a more fine-grained understanding of mobility and for enabling more efficient, predictable, and environmentally friendly mobility. Long movement times equate with congestion and bad overall experiences.<\/p>\n<p>The above data foundation offers a basis for understanding how well a road network or building performs across different days and across the duration of a day, and it offers the potential for decreased movement times by means of improved mobility flows and routing. However, there is an unmet need for low-cost tools that can be used by municipalities and building providers (e.g. mobile robot manufactures) that are capable of enabling a wide range of analytics on top of mobility data.<\/p>\n<ol>\n<li>Build extract-transform-load (ETL) prototypes that are able to ingest high and low frequency spatial data (e.g. GPS and indoor positioning data). These prototypes must enable map-matching of spatial data to open road network and building representations and must enable privacy protection.<\/li>\n<li>Design effective data warehouse schemas that can be populated with ingested spatial data.<\/li>\n<li>Build mobility analytics warehouse systems that are able to support a broad range of analyses in interactive time.<\/li>\n<li>Build software systems that enable users to formulate analyses and visualise results in maps-based interfaces for both indoor and outdoor use. This includes infrastructure for the mapping of user input into database queries and the maps-based display of results returned by the data warehouse system.<\/li>\n<li>Develop a range of advanced analyses that address user needs. Possible analyses include congestion maps, isochrones, aggregate travel-path analyses, origin-destination travel time matrices, and what-if analyses where the effects of reconstruction are estimated (e.g. adding an additional lane to a stretch of road or changing corridors). For outdoors settings, CO2-emissions analyses based on vehicular environmental impact models and GPS data are also considered.<\/li>\n<li>Develop transfer learning techniques that make it possible to leverage spatial data from dense spatio-temporal \u201cregions\u201d for enabling analyses in sparse spatio-temporal regions.<\/li>\n<\/ol>\n<p><strong>Value creation<br \/><\/strong>The envisioned prototype software infrastructure characterised above aims to be able to replace commercial road network maps with the crowd sourced OpenStreetMap (OSM) map and for indoors enable new data sources about the indoor geography. The open data might not be curated, which means that new quality control tools are required to ensure that computed travel times are correct. This will reduce cost.<\/p>\n<p>Next, the project will provide means of leveraging available spatial data as efficiently and effectively as possible. In particular, while more and more data becomes available, the available data will remain sparse in relation to important analyses. This is due to the cost of data that can be purchased and due to the lack of desired data. Thus, it is important to be able to exploit available data as well as possible. We will examine how to transfer data from locations and times with ample data to locations and times with insufficient data. For example, we will study transfer learning techniques for this purpose; and as part of this, we will study feature learning. This will reduce cost and will enable new analyses that where not possible previously due to a lack of data.<\/p>\n<p>Ramb\u00f8ll will be able to in-source the software infrastructure and host analytics for municipalities. Mobile Industrial Robotics (MiR) will be able to in-source the software infrastructure and host analytics for building owners. Additional value will be created because the above studies will be conducted for multiple transportation modes, with a focus on cars and different kinds of e-bikes. We have access to a unique data foundation that will enable these studies.<\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-748d2f83 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"748d2f83\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1882d35\" data-id=\"1882d35\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-128547a3 elementor-widget elementor-widget-heading\" data-id=\"128547a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">V\u00e6rdi<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4ae2e98d\" data-id=\"4ae2e98d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2c6af470 elementor-widget elementor-widget-text-editor\" data-id=\"2c6af470\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Projektet vil levere en prototype af softwareinfrastruktur, der sigter mod at kunne erstatte kommercielle vejnetkort med det crowdsourcede OpenStreetMap (OSM) og muligg\u00f8re nye datakilder om indend\u00f8rs geografi.<\/p>\n<p>De \u00e5bne data er muligvis ikke kuraterede, hvilket betyder, at der kr\u00e6ves nye kvalitetskontrolv\u00e6rkt\u00f8jer for at sikre, at beregnede rejsetider er korrekte. Dette vil reducere omkostningerne.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-773f5560 elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-stretched elementor-section-boxed elementor-section-height-default\" data-id=\"773f5560\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3ac3bf1e\" data-id=\"3ac3bf1e\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-13937181 animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"13937181\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Insights<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-7e176ee4 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7e176ee4\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-646c0b12\" data-id=\"646c0b12\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-58c3d330 elementor-widget__width-initial elementor-widget elementor-widget-eael-post-list\" data-id=\"58c3d330\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"eael-post-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"eael-post-list-container default layout-default\"><div class=\"eael-post-list-wrap\"><div class=\"eael-post-list-posts-wrap eael-post-appender eael-post-appender-58c3d330\"><div class=\"eael-post-list-post \"><div class=\"eael-post-list-thumbnail \"><a href=\"https:\/\/direc.dk\/da\/nyt-datavaerktoej-skal-hjaelpe-kommuner-til-mere-baeredygtige-trafikloesninger\/\">\n                            <img decoding=\"async\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2023\/01\/Mobility-data_nyhed-1024x576.jpg\" alt=\"\">\n                        <\/a><\/div><div class=\"eael-post-list-content\"><h2 class=\"eael-post-list-title\"><a href=\"https:\/\/direc.dk\/da\/nyt-datavaerktoej-skal-hjaelpe-kommuner-til-mere-baeredygtige-trafikloesninger\/\" >Nyt datav\u00e6rkt\u00f8j skal hj\u00e6lpe kommuner til mere b\u00e6redygtige trafikl\u00f8sninger<\/a><\/h2><div class=\"meta\"><span class=\"eael-post-published-date\"><i class=\"far fa-calendar-alt\"><\/i> 19. januar 2023<\/span><\/div><\/div><\/div><div class=\"eael-post-list-post \"><div class=\"eael-post-list-thumbnail \"><a href=\"https:\/\/direc.dk\/da\/danske-forskere-vil-i-samarbejde-med-ramboell-og-mir-bygge-et-datavarehus\/\">\n                            <img decoding=\"async\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/09\/datavarehus-1024x683.jpg\" alt=\"\">\n                        <\/a><\/div><div class=\"eael-post-list-content\"><h2 class=\"eael-post-list-title\"><a href=\"https:\/\/direc.dk\/da\/danske-forskere-vil-i-samarbejde-med-ramboell-og-mir-bygge-et-datavarehus\/\" >Danske forskere vil  bygge et datavarehus, der skal \u00f8ge mulighederne med positionsdata<\/a><\/h2><div class=\"meta\"><span class=\"eael-post-published-date\"><i class=\"far fa-calendar-alt\"><\/i> 21. september 2021<\/span><\/div><\/div><\/div><\/div><\/div>\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-300db8c4\" data-id=\"300db8c4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-28813471 elementor-vertical-align-bottom e-transform elementor-widget elementor-widget-image-box\" data-id=\"28813471\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_transform_translateX_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/www.kommunen.dk\/artikel\/nyt-vaerktoej-skal-hjaelpe-kommuner-til-at-naa-klimamaal-for-vejtrafikken\">Nyt v\u00e6rkt\u00f8j skal hj\u00e6lpe kommuner til at n\u00e5 klimam\u00e5l for vejtrafikken<\/a><\/h3><p class=\"elementor-image-box-description\">Kommunen.dk, March 2, 2023<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-50c26d8c elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-stretched elementor-section-boxed elementor-section-height-default\" data-id=\"50c26d8c\" data-element_type=\"section\" data-e-type=\"section\" 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class=\"elementor-heading-title elementor-size-default\">Partnere<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-inner-section elementor-element elementor-element-3949f69 elementor-section-content-top elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3949f69\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-cdfd2ee\" data-id=\"cdfd2ee\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3bd71bd elementor-widget elementor-widget-image\" data-id=\"3bd71bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"207\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/Ramboll-1024x265.png\" class=\"attachment-large size-large wp-image-7967\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/Ramboll-1024x265.png 1024w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/Ramboll-300x78.png 300w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/Ramboll-768x199.png 768w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/Ramboll-1200x311.png 1200w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/Ramboll.png 1224w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-983fad7 elementor-widget elementor-widget-image\" data-id=\"983fad7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"456\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/MIR-logo.jpg\" class=\"attachment-large size-large wp-image-7968\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/MIR-logo.jpg 1000w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/MIR-logo-300x171.jpg 300w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/MIR-logo-768x438.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-b357331\" data-id=\"b357331\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div 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data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"298\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/KU_logo_DK-1024x381.png\" class=\"attachment-large size-large wp-image-5973\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/KU_logo_DK-1024x381.png 1024w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/KU_logo_DK-300x112.png 300w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/KU_logo_DK-768x286.png 768w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/KU_logo_DK-1200x447.png 1200w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/KU_logo_DK.png 1300w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-5030c11\" data-id=\"5030c11\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-14c0599 elementor-widget elementor-widget-image\" data-id=\"14c0599\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"352\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/SDU-logo-tekst_DK-1024x451.png\" class=\"attachment-large size-large wp-image-5977\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/SDU-logo-tekst_DK-1024x451.png 1024w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/SDU-logo-tekst_DK-300x132.png 300w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/SDU-logo-tekst_DK-768x338.png 768w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/SDU-logo-tekst_DK-1200x529.png 1200w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/SDU-logo-tekst_DK.png 1353w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c35eb6 elementor-widget elementor-widget-image\" data-id=\"6c35eb6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"440\" height=\"110\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2024\/05\/AAU_LEFT_RGB.png\" class=\"attachment-large size-large wp-image-5975\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2024\/05\/AAU_LEFT_RGB.png 440w, https:\/\/direc.dk\/wp-content\/uploads\/2024\/05\/AAU_LEFT_RGB-300x75.png 300w\" sizes=\"(max-width: 440px) 100vw, 440px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-8fff0d2\" data-id=\"8fff0d2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d463046 elementor-widget elementor-widget-image\" data-id=\"d463046\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"187\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/Alexandra_Instituttet_B-logo_BLACK_red-IT_DK.png\" class=\"attachment-large size-large wp-image-5983\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/Alexandra_Instituttet_B-logo_BLACK_red-IT_DK.png 500w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/08\/Alexandra_Instituttet_B-logo_BLACK_red-IT_DK-300x112.png 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>M\u00e6ngden af mobilitetsrelateret data er steget massivt, hvilket muligg\u00f8r en stadig bredere vifte af analyser. N\u00e5r de kombineres med digitale repr\u00e6sentationer af vejnet og bygningsinteri\u00f8r, rummer disse data potentialet for at muligg\u00f8re en mere finkornet forst\u00e5else af mobilitet og for at muligg\u00f8re mere effektiv, forudsigelig og milj\u00f8venlig mobilitet.<\/p>\n","protected":false},"author":3,"featured_media":24278,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[188,32,212,216,218],"tags":[121,75,67],"class_list":["post-9218","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-afsluttet-projekt","category-bridge-projekt","category-dataanalyse-og-algoritmer","category-digital-baeredygtig-omstilling","category-projekt","tag-green-da","tag-ws3-da","tag-ws6-da"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Mobility Analytics using Sparse Mobility Data and Open Spatial Data - DIREC<\/title>\n<meta name=\"description\" content=\"B\u00e5de samfund og industri har en v\u00e6sentlig interesse i velfungerende udend\u00f8rs og indend\u00f8rs mobilitetsinfrastrukturer, der er effektive, forudsigelige, milj\u00f8venlige og sikre. 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