{"id":336,"date":"2017-08-04T13:05:57","date_gmt":"2017-08-04T13:05:57","guid":{"rendered":"http:\/\/drone-media.ancorathemes.com\/?page_id=336"},"modified":"2020-11-03T11:56:47","modified_gmt":"2020-11-03T11:56:47","slug":"home-1","status":"publish","type":"page","link":"https:\/\/open-traffic.epfl.ch\/","title":{"rendered":"pNEUMA | open-traffic"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row full_width=&#8221;stretch_row_content_no_spaces&#8221;][vc_column][rev_slider_vc alias=&#8221;pneuma-slide&#8221;][\/vc_column][\/vc_row][vc_row el_class=&#8221;iconrow1&#8243;][vc_column icons_position=&#8221;left&#8221;][vc_empty_space alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][vc_empty_space alter_height=&#8221;small&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1510155358012{margin-top: 0.15rem !important;}&#8221;]<div \tclass=\"sc_icons sc_icons_default sc_icons_size_large sc_align_left\"><div class=\"sc_icons_columns_wrap sc_item_columns trx_addons_columns_wrap columns_padding_bottom\"><div class=\"trx_addons_column-1_4\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/ico-10drones.png\" alt=\"Icon\" width=\"46\" height=\"46\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>TEN DRONES<\/span><\/h4><div class=\"sc_icons_item_description\"><span>Hovering simultaneously over different areas<\/span><\/div><\/div><\/div><\/div><div class=\"trx_addons_column-1_4\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/ico-calendar.png\" alt=\"Icon\" width=\"44\" height=\"44\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>5 DAYS<\/span><\/h4><div class=\"sc_icons_item_description\"><span>Monday to Friday<\/span><\/div><\/div><\/div><\/div><div class=\"trx_addons_column-1_4\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/ico-clock.png\" alt=\"Icon\" width=\"46\" height=\"46\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>MORNING PEAK-HOUR<\/span><\/h4><div class=\"sc_icons_item_description\"><span>Five flight sessions for 2.5 hours per day<\/span><\/div><\/div><\/div><\/div><div class=\"trx_addons_column-1_4\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/ico-light.png\" alt=\"Icon\" width=\"44\" height=\"58\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>100+ INTERSECTIONS<\/span><\/h4><div class=\"sc_icons_item_description\"><span>Signalised or not<\/span><\/div><\/div><\/div><\/div><div class=\"trx_addons_column-1_4\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/ico-db.png\" alt=\"Icon\" width=\"38\" height=\"49\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>MASSIVE URBAN TRAJECTORY DATASET<\/span><\/h4><div class=\"sc_icons_item_description\"><span>More than 0.5 million trajectories<\/span><\/div><\/div><\/div><\/div><div class=\"trx_addons_column-1_4\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/ico-access.png\" alt=\"Icon\" width=\"59\" height=\"31\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>OPEN ACCESS<\/span><\/h4><div class=\"sc_icons_item_description\"><span>Free distribution. <\/span><span>No barriers.<\/span><\/div><\/div><\/div><\/div><div class=\"trx_addons_column-1_4\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/ico-effect.png\" alt=\"Icon\" width=\"45\" height=\"45\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>GLOBAL IMPACT<\/span><\/h4><div class=\"sc_icons_item_description\"><span>Made for researchers around the world<\/span><\/div><\/div><\/div><\/div><div class=\"trx_addons_column-1_4\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/ico-phds.png\" alt=\"Icon\" width=\"64\" height=\"47\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>PERFECT FOR PHD<\/span><\/h4><div class=\"sc_icons_item_description\"><span>Stop searching for data and <\/span><span>start your analyses!<\/span><\/div><\/div><\/div><\/div><\/div><\/div><!-- \/.sc_icons -->[vc_empty_space alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1510155666182{margin-bottom: 0.85rem !important;}&#8221;][\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; hide_bg_image_on_tablet=&#8221;&#8221; hide_bg_image_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1595408870830{background-image: url(https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-drone-pilot.jpg?id=1111) !important;background-position: center left !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221;][vc_column width=&#8221;7\/12&#8243; icons_position=&#8221;left&#8221; offset=&#8221;vc_col-md-5&#8243;][vc_empty_space alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;]<div\t\tclass=\"sc_title sc_title_default\"><h2 class=\"sc_item_title sc_title_title sc_align_left sc_item_title_style_default\"\n\t\t\t><span class=\"sc_item_title_text\">A first of its kind experiment<\/span><\/h2><div class=\"sc_item_descr sc_title_descr sc_align_left\"><p><span style=\"color: #d72323;\">pNEUMA<\/span> is an open large-scale dataset of naturalistic trajectories of half a million vehicles that have been collected by a one-of-a-kind experiment by a swarm of drones in the congested downtown area of Athens, Greece. A unique observatory of traffic congestion, a scale an-order-of-magnitude higher than what was not available until now, that researchers from different disciplines around the globe can use to develop and test their own models.<\/p>\n<\/div><div\tclass=\"sc_item_button sc_button_wrap sc_align_left sc_item_button sc_item_button_default sc_item_button_size_normal sc_title_button\"><a href=\"\/index.php\/about\/\" class=\"sc_button sc_button_default sc_button_size_normal sc_button_icon_left\"><span class=\"sc_button_text\"><span class=\"sc_button_title\">MORE<\/span><\/span><\/a><\/div><\/div>[vc_empty_space alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][\/vc_column][vc_column width=&#8221;1\/2&#8243; icons_position=&#8221;left&#8221;][\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row_content_no_spaces&#8221; equal_height=&#8221;yes&#8221; hide_bg_image_on_tablet=&#8221;&#8221; hide_bg_image_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1595431223390{background-color: #12101a !important;}&#8221; el_class=&#8221;.iconrow2&#8243;][vc_column icons_position=&#8221;left&#8221; offset=&#8221;vc_col-md-7&#8243;]<div class=\"widget_area sc_widget_video vc_widget_video wpb_content_element play-to-left\"><aside class=\"widget widget_video\"><div id=\"sc_video_894093000\" class=\"trx_addons_video_player with_cover hover_play\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/home-video-cover.jpg\" alt=\"Video cover\" width=\"1175\" height=\"679\"><div class=\"video_mask\"><\/div><div class=\"video_hover\" data-video=\"&lt;iframe allow=&quot;autoplay&quot; src=&quot;https:\/\/www.youtube.com\/embed\/dh6-NlWOzpo?feature=oembed&amp;%23038%3Bwmode=transparent&amp;%23038%3Borigin=https%3A%2F%2Fopen-traffic.epfl.ch&amp;%23038%3Bwidgetid=1&amp;%23038%3Benablejsapi=1&amp;%23038%3Bdisablekb=1&amp;%23038%3Bmodestbranding=1&amp;%23038%3Biv_load_policy=3&amp;%23038%3Brel=0&amp;%23038%3Bshowinfo=0&amp;%23038%3Bplaysinline=1&amp;autoplay=1&quot; width=&quot;840&quot; height=&quot;473&quot;&gt;&lt;\/iframe&gt;\"><\/div><div class=\"video_embed video_frame\"><\/div><\/div><\/aside><\/div>[\/vc_column][vc_column hide_bg_image_on_tablet=&#8221;&#8221; hide_bg_image_on_mobile=&#8221;&#8221; icons_position=&#8221;left&#8221; offset=&#8221;vc_col-md-5&#8243;]<div class=\"sc_content_wrap sc_push_medium sc_push_hide_on_tablet sc_push_hide_on_mobile\"><div\tclass=\"sc_content scheme_dark sc_content_default sc_content_width_1_1 sc_float_center sc_shift_x_large_negative  vc_custom_1510239589854\"><div class=\"sc_content_container\">[vc_empty_space height=&#8221;184px&#8221; alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;]<div\tclass=\"sc_content scheme_dark sc_content_default sc_content_width_2_3 sc_float_center sc_margin_small\"><div class=\"sc_content_container\">[vc_column_text]<\/p>\n<h2>Ideal for multimodal<br \/>\nresearch<\/h2>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;100px&#8221; alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;]<div \tclass=\"sc_icons sc_icons_default sc_icons_size_medium sc_align_center\"><div class=\"sc_icons_columns_wrap sc_item_columns trx_addons_columns_wrap columns_padding_bottom columns_in_single_row\"><div class=\"trx_addons_column-1_5\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/icon-car.png\" alt=\"Icon\" width=\"69\" height=\"45\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>CARS<\/span><\/h4><\/div><\/div><\/div><div class=\"trx_addons_column-1_5\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/icon-bike.png\" alt=\"Icon\" width=\"59\" height=\"45\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>POWERED TWO WHEELERS<\/span><\/h4><\/div><\/div><\/div><div class=\"trx_addons_column-1_5\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/icon-taxi.png\" alt=\"Icon\" width=\"44\" height=\"45\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>TAXIS<\/span><\/h4><\/div><\/div><\/div><div class=\"trx_addons_column-1_5\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/icon-bus.png\" alt=\"Icon\" width=\"38\" height=\"45\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>BUSES<\/span><\/h4><\/div><\/div><\/div><div class=\"trx_addons_column-1_5\"><div class=\"sc_icons_item\"><div class=\"sc_icons_image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/09\/truck-1.png\" alt=\"Icon\" width=\"112\" height=\"64\"><\/div><div class=\"sc_icons_item_details\"><h4 class=\"sc_icons_item_title\"><span>MEDIUM AND HEAVY VEHICLES<\/span><\/h4><\/div><\/div><\/div><\/div><\/div><!-- \/.sc_icons --><\/div><\/div>[vc_empty_space alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1595844332139{margin-top: -2.5rem !important;}&#8221;][vc_empty_space alter_height=&#8221;medium&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1595844343916{margin-top: -2.5rem !important;}&#8221;]<\/div><\/div><\/div>[vc_row_inner][vc_column_inner fix_column=&#8221;&#8221; icons_position=&#8221;left&#8221; offset=&#8221;vc_hidden-sm vc_hidden-xs&#8221;][vc_single_image image=&#8221;513&#8243; img_size=&#8221;full&#8221;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; scheme=&#8221;dark&#8221; hide_bg_image_on_tablet=&#8221;&#8221; hide_bg_image_on_mobile=&#8221;&#8221; row_delimiter=&#8221;&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; hide_on_frontpage=&#8221;&#8221; css=&#8221;.vc_custom_1595430702935{background-color: #12101a !important;}&#8221; el_class=&#8221;rowelements3&#8243;][vc_column width=&#8221;1\/3&#8243; hide_bg_image_on_tablet=&#8221;&#8221; hide_bg_image_on_mobile=&#8221;&#8221; icons_position=&#8221;left&#8221;][vc_empty_space height=&#8221;26px&#8221; alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][vc_column_text]<\/p>\n<h6><img decoding=\"async\" class=\"alignnone size-medium wp-image-1137\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-1-300x196.jpg\" alt=\"\" width=\"370\" srcset=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-1-300x196.jpg 300w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-1.jpg 364w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/h6>\n<h6>\u00a0 Illustration of the experiment<\/h6>\n<p>The swarm would take-off at the start of the experiment and each drone would go to its unique hovering\u00a0point. Then, when all drones were at position, the recording of the traffic stream would start\u00a0simultaneously and when the battery would run low, they would return to their landing point. Considering\u00a0that drones could hover up to 25 minutes including take-off, routing and landing times, it was decided\u00a0that each session would take place every 30 minutes for better coordination and standardization of the\u00a0experiment.[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/3&#8243;][vc_empty_space height=&#8221;26px&#8221; alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][vc_column_text]<\/p>\n<h6><img decoding=\"async\" class=\"alignnone size-medium wp-image-1138\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-2-300x196.jpg\" alt=\"\" width=\"370\" srcset=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-2-300x196.jpg 300w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-2.jpg 364w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/h6>\n<h6>\u00a0 Set-up of the experiment<\/h6>\n<p>A swarm of 10 drones hovering over the central business district of Athens over five days to record\u00a0traffic streams in a congested area of a 1.3km2 area with more than 100 km-lanes of road network, around\u00a0100 busy intersections (signalized or not), more than 50 bus stops and close to half a million\u00a0trajectories.[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/3&#8243;][vc_empty_space height=&#8221;26px&#8221; alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][vc_column_text]<\/p>\n<h6><img decoding=\"async\" class=\"alignnone size-medium wp-image-1139\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-3-300x196.jpg\" alt=\"\" width=\"370\" srcset=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-3-300x196.jpg 300w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-3.jpg 364w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/h6>\n<h6>Extracted Trajectories from the whole Network<\/h6>\n<p>This is a speed heat map, produced from all the extracted vehicles from the first flight session\u00a0(8:00-8:30) on Thursday, October 30. The trajectories are\u00a0plotted on the map to visualize the road network that is covered during the pNEUMA experiment. It can be\u00a0seen that all major arterials are monitored while there are some parts, mostly in minor roads, that are\u00a0not fully covered due to visibility issues.[\/vc_column_text][vc_empty_space alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][\/vc_column][vc_column][vc_empty_space hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][vc_row_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text]<img decoding=\"async\" class=\"alignnone size-medium wp-image-1140\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-4-300x196.jpg\" alt=\"\" width=\"370\" srcset=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-4-300x196.jpg 300w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-4.jpg 364w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<h6>Fundamental Diagrams<\/h6>\n<p>High resolution flow density diagrams are plotted based on Eddie\u2019s definitions for virtual loops. We see that the parameters of FDs vary across space and trapeziums with various parameters approximate the upper envelope of FDs.[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text]<img decoding=\"async\" class=\"alignnone size-medium wp-image-1141\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-5-300x196.jpg\" alt=\"\" width=\"370\" srcset=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-5-300x196.jpg 300w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-5.jpg 364w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<h6>Multilane Time-Space Diagrams<\/h6>\n<p>The complete picture for a 3-lane road arterial (Alexandras Avenue) with a x-t diagram for each lane. The width of\u00a0the road in the last 80 meters of the specific arterial includes an extra fourth lane and the x-t\u00a0diagram of the extra lane can be seen in the bottom part of the figure. All red circles represent lane\u00a0changes that remained in the study are while the black circles represent the vehicles that exited the\u00a0study area from the right lane to adjacent roads of the network.[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text]<img decoding=\"async\" class=\"alignnone size-medium wp-image-1142\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-6-300x196.jpg\" alt=\"\" width=\"370\" srcset=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-6-300x196.jpg 300w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-img-6.jpg 364w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<h6>Multimodal Interactions<\/h6>\n<p>Local disturbances in a multimodal environment and how the way special vehicles (e.g. taxis, buses,\u00a0delivery vehicles) affect the traffic flow characteristics. The service-related stops of all relevant\u00a0modes create static and moving bottlenecks of different magnitude. The trajectories of two buses are shown with thicker\u00a0lines in the right lane. The problem is quite complex because there is a traffic light at the downstream\u00a0end that interacts with the bus stop.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner][vc_column_inner][vc_empty_space alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row el_class=&#8221;rowelements4&#8243;][vc_column icons_position=&#8221;left&#8221;][vc_single_image image=&#8221;1156&#8243; img_size=&#8221;full&#8221; alignment=&#8221;center&#8221;][vc_empty_space height=&#8221;20px&#8221; alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;]<div\t\tclass=\"sc_title sc_title_default\"><h2 class=\"sc_item_title sc_title_title sc_align_center sc_item_title_style_default\"\n\t\t\t><span class=\"sc_item_title_text\">DOWNLOAD<\/span><\/h2><\/div>[vc_empty_space alter_height=&#8221;medium&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][vc_row_inner][vc_column_inner][vc_column_text]<\/p>\n<p style=\"text-align: center;\">Click below to download the dataset<\/p>\n<p style=\"text-align: center;\"><a class=\"sc_button color_style_default sc_button_default sc_item_button sc_item_button_default sc_title_button sc_button_size_normal sc_button_icon_left\" href=\"\/index.php\/downloads\">MORE<\/a><\/p>\n<p>[\/vc_column_text][vc_empty_space alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row_content_no_spaces&#8221; scheme=&#8221;dark&#8221; hide_bg_image_on_tablet=&#8221;&#8221; hide_bg_image_on_mobile=&#8221;&#8221; row_delimiter=&#8221;&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; hide_on_frontpage=&#8221;&#8221; css=&#8221;.vc_custom_1595435375249{background-image: url(https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2020\/07\/hp-drone-athens.jpg?id=1160) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221; el_class=&#8221;rowelements5&#8243;][vc_column fix_column=&#8221;&#8221; shift_x=&#8221;tiny_negative&#8221; hide_bg_image_on_tablet=&#8221;&#8221; hide_bg_image_on_mobile=&#8221;&#8221; icons_position=&#8221;left&#8221; offset=&#8221;vc_col-md-6&#8243;][vc_empty_space hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;1&#8243; hide_on_mobile=&#8221;1&#8243;][vc_empty_space alter_height=&#8221;medium&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;1&#8243; hide_on_mobile=&#8221;1&#8243;]<div\tclass=\"sc_content sc_content_default sc_float_center sc_shift_y_medium  vc_custom_1595434892762\"><div class=\"sc_content_container\">[vc_empty_space alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1510069488283{margin-bottom: 1.3rem !important;}&#8221;]<div\tclass=\"sc_content sc_content_default sc_content_width_1_2 sc_float_right sc_padding_tiny custom_home\"><div class=\"sc_content_container\"><div\t\tclass=\"sc_title sc_title_default\"><h2 class=\"sc_item_title sc_title_title sc_align_left sc_item_title_style_default\"\n\t\t\t><span class=\"sc_item_title_text\">Our vision<\/span><\/h2><\/div><div \t\tclass=\"sc_testimonials sc_testimonials_simple\"><div class=\"sc_testimonials_slider sc_item_slider slider_swiper_outer slider_outer slider_outer_nocontrols slider_outer_pagination slider_outer_pagination_bullets slider_outer_pagination_pos_bottom slider_outer_nocentered slider_outer_overflow_hidden slider_outer_one\">\n\t<div class=\"slider_container swiper-slider-container slider_swiper slider_noresize slider_nocontrols slider_pagination slider_pagination_bullets slider_pagination_pos_bottom slider_nocentered slider_overflow_hidden slider_one\" data-effect=\"slide\" data-slides-min-width=\"290\" data-pagination=\"bullets\" data-direction=\"horizontal\" data-mouse-wheel=\"0\" data-autoplay=\"1\" data-loop=\"1\" data-free-mode=\"0\" data-slides-centered=\"0\" data-slides-overflow=\"0\">\n\t\t<div class=\"slides slider-wrapper swiper-wrapper sc_item_columns_1\"><div class=\"slider-slide swiper-slide\"><div data-post-id=\"219\" class=\"sc_testimonials_item sc_item_container post_container\">\n\t<div class=\"sc_testimonials_item_content\"><p>\u201cpNEUMA is a unique observatory for traffic congestion with data that did not exist before at this resolution or scale.<\/p>\n<p>Our vision is to promote unique open data for tackling diverse transportation related phenomena and also to place drones as an alternative for traffic monitoring of high accuracy.\u201d<\/p>\n<\/div>\n\t<div class=\"sc_testimonials_item_author\">\n\t\t<div class=\"sc_testimonials_item_author_data\">\n\t\t\t\t\t\t<h4 class=\"sc_testimonials_item_author_title\">Nikolas Geroliminis<\/h4>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<\/div><div class=\"slider-slide swiper-slide\"><div data-post-id=\"218\" class=\"sc_testimonials_item sc_item_container post_container\">\n\t<div class=\"sc_testimonials_item_content\"><p>&#8220;The preliminary analysis of the dataset exceeded our expectations in terms of quality of extraction and information available and provides unique research opportunities.<\/p>\n<p>We expect \u03c0NEUMA to become a benchmark dataset for a new era of traffic models that will be utilized for understanding how people behave and what really causes traffic congestion.&#8221;<\/p>\n<\/div>\n\t<div class=\"sc_testimonials_item_author\">\n\t\t<div class=\"sc_testimonials_item_author_data\">\n\t\t\t\t\t\t<h4 class=\"sc_testimonials_item_author_title\">Manos Barmpounakis<\/h4>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<\/div><\/div><\/div><div class=\"slider_pagination_wrap swiper-pagination\"><\/div><\/div><\/div><!-- \/.sc_testimonials --><\/div><\/div>[vc_empty_space alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1538647975564{margin-bottom: 0.3em !important;}&#8221; el_class=&#8221;custom_home-empty&#8221;][vc_single_image image=&#8221;1087&#8243; alignment=&#8221;right&#8221; css=&#8221;.vc_custom_1595435440673{margin-right: 30px !important;}&#8221;][vc_empty_space alter_height=&#8221;small&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;1&#8243;]<\/div><\/div>[\/vc_column][vc_column width=&#8221;1\/2&#8243; icons_position=&#8221;left&#8221;][\/vc_column][\/vc_row][vc_row][vc_column hide_bg_image_on_tablet=&#8221;&#8221; hide_bg_image_on_mobile=&#8221;&#8221; icons_position=&#8221;left&#8221; offset=&#8221;vc_hidden-sm vc_hidden-xs&#8221;][vc_empty_space alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1510221691969{margin-bottom: 0.6rem !important;}&#8221;][\/vc_column][\/vc_row][vc_row][vc_column][vc_empty_space alter_height=&#8221;biggest&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;]<div \t\tclass=\"sc_blogger sc_blogger_default sc_blogger_default_classic sc_item_filters_tabs_none alignnone  vc_custom_1510070498438\"><h2 class=\"sc_item_title sc_blogger_title sc_align_center sc_item_title_style_default\"\n\t\t\t><span class=\"sc_item_title_text\">Recent Posts<\/span><\/h2><div class=\"sc_blogger_columns_wrap sc_item_columns sc_item_posts_container trx_addons_columns_wrap columns_padding_bottom columns_in_single_row\"><div class=\"trx_addons_column-1_3\"><div data-post-id=\"1663\" data-item-number=\"1\" class=\"sc_blogger_item sc_item_container post_container sc_blogger_item_default sc_blogger_item_default_classic sc_blogger_item_odd sc_blogger_item_align_left post_format_standard sc_blogger_item_with_image sc_blogger_item_with_excerpt sc_blogger_item_image_position_top post-1663 post type-post status-publish format-standard has-post-thumbnail hentry category-publications tag-journal tag-publication\"><div class=\"sc_blogger_item_body\"><div class=\"post_featured with_thumb hover_link sc_item_featured sc_blogger_item_featured\"><img loading=\"lazy\" decoding=\"async\" width=\"890\" height=\"291\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-scaled.jpg\" class=\"attachment-drone-media-thumb-square size-drone-media-thumb-square wp-post-image\" alt=\"\" srcset=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-scaled.jpg 2560w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-300x98.jpg 300w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-1024x335.jpg 1024w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-768x251.jpg 768w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-1536x502.jpg 1536w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-2048x670.jpg 2048w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-370x121.jpg 370w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-760x248.jpg 760w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-1520x497.jpg 1520w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2025\/01\/1-s2.0-S0968090X25000178-gr3_lrg-740x242.jpg 740w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/>\t\t\t\t\t\t<div class=\"mask\"><\/div>\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/open-traffic.epfl.ch\/index.php\/2025\/01\/27\/trajpt-a-trajectory-data-based-pre-trained-transformer-model-for-learning-multi-vehicle-interactions\/\"  aria-hidden=\"true\" class=\"link\"><\/a>\n\t\t\t<\/div><div class=\"sc_blogger_item_content entry-content\"><h5 class=\"sc_blogger_item_title entry-title\" data-item-number=\"1\"><a href=\"https:\/\/open-traffic.epfl.ch\/index.php\/2025\/01\/27\/trajpt-a-trajectory-data-based-pre-trained-transformer-model-for-learning-multi-vehicle-interactions\/\" rel=\"bookmark\">TrajPT: A trajectory data-based pre-trained transformer model for learning multi-vehicle interactions<\/a><\/h5><div class=\"sc_blogger_item_excerpt\">A paper by Yongwei Li, Yongzhi Jiang and Xinkai Wu was published inTransportation Research Part C: Emerging Technologies entitled \"TrajPT: A trajectory data-based pre-trained transformer model for learning multi-vehicle interactions\".&hellip;<\/div><div class=\"sc_blogger_item_button sc_item_button\"><a href=\"https:\/\/open-traffic.epfl.ch\/index.php\/2025\/01\/27\/trajpt-a-trajectory-data-based-pre-trained-transformer-model-for-learning-multi-vehicle-interactions\/\" class=\"item_more_link\"><span class=\"link_text\">Read more<\/span><span class=\"link_icon\"><\/span><\/a><\/div><\/div><!-- .entry-content --><\/div><!-- .sc_blogger_item_body --><\/div><!-- .sc_blogger_item --><\/div><div class=\"trx_addons_column-1_3\"><div data-post-id=\"1640\" data-item-number=\"2\" class=\"sc_blogger_item sc_item_container post_container sc_blogger_item_default sc_blogger_item_default_classic sc_blogger_item_even sc_blogger_item_align_left post_format_standard sc_blogger_item_with_image sc_blogger_item_with_excerpt sc_blogger_item_image_position_top post-1640 post type-post status-publish format-standard has-post-thumbnail hentry category-publications tag-emissions tag-journal tag-multi-modal tag-publication\"><div class=\"sc_blogger_item_body\"><div class=\"post_featured with_thumb hover_link sc_item_featured sc_blogger_item_featured\"><img loading=\"lazy\" decoding=\"async\" width=\"848\" height=\"664\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2024\/06\/1-s2.0-S0968090X24002043-gr3_lrg.jpg\" class=\"attachment-drone-media-thumb-square size-drone-media-thumb-square wp-post-image\" alt=\"\" srcset=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2024\/06\/1-s2.0-S0968090X24002043-gr3_lrg.jpg 1519w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2024\/06\/1-s2.0-S0968090X24002043-gr3_lrg-300x235.jpg 300w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2024\/06\/1-s2.0-S0968090X24002043-gr3_lrg-1024x802.jpg 1024w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2024\/06\/1-s2.0-S0968090X24002043-gr3_lrg-768x601.jpg 768w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2024\/06\/1-s2.0-S0968090X24002043-gr3_lrg-370x290.jpg 370w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2024\/06\/1-s2.0-S0968090X24002043-gr3_lrg-760x595.jpg 760w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2024\/06\/1-s2.0-S0968090X24002043-gr3_lrg-740x579.jpg 740w\" sizes=\"auto, (max-width: 848px) 100vw, 848px\" \/>\t\t\t\t\t\t<div class=\"mask\"><\/div>\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/open-traffic.epfl.ch\/index.php\/2024\/06\/10\/eco-driving-strategies-using-reinforcement-learning-for-mixed-traffic-in-the-vicinity-of-signalized-intersections\/\"  aria-hidden=\"true\" class=\"link\"><\/a>\n\t\t\t<\/div><div class=\"sc_blogger_item_content entry-content\"><h5 class=\"sc_blogger_item_title entry-title\" data-item-number=\"2\"><a href=\"https:\/\/open-traffic.epfl.ch\/index.php\/2024\/06\/10\/eco-driving-strategies-using-reinforcement-learning-for-mixed-traffic-in-the-vicinity-of-signalized-intersections\/\" rel=\"bookmark\">Eco-driving strategies using reinforcement learning for mixed traffic in the vicinity of signalized intersections<\/a><\/h5><div class=\"sc_blogger_item_excerpt\">A paper by Zhiwei Yang, Zuduo Zheng, Jiwon Kim and Hesham Rakha was published inTransportation Research Part C: Emerging Technologies entitled \"Eco-driving strategies using reinforcement learning for mixed traffic in&hellip;<\/div><div class=\"sc_blogger_item_button sc_item_button\"><a href=\"https:\/\/open-traffic.epfl.ch\/index.php\/2024\/06\/10\/eco-driving-strategies-using-reinforcement-learning-for-mixed-traffic-in-the-vicinity-of-signalized-intersections\/\" class=\"item_more_link\"><span class=\"link_text\">Read more<\/span><span class=\"link_icon\"><\/span><\/a><\/div><\/div><!-- .entry-content --><\/div><!-- .sc_blogger_item_body --><\/div><!-- .sc_blogger_item --><\/div><div class=\"trx_addons_column-1_3\"><div data-post-id=\"1588\" data-item-number=\"3\" class=\"sc_blogger_item sc_item_container post_container sc_blogger_item_default sc_blogger_item_default_classic sc_blogger_item_odd sc_blogger_item_align_left post_format_standard sc_blogger_item_with_image sc_blogger_item_with_excerpt sc_blogger_item_image_position_top post-1588 post type-post status-publish format-standard has-post-thumbnail hentry category-publications tag-journal tag-openscience tag-publication\"><div class=\"sc_blogger_item_body\"><div class=\"post_featured with_thumb hover_link sc_item_featured sc_blogger_item_featured\"><img loading=\"lazy\" decoding=\"async\" width=\"890\" height=\"233\" src=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-scaled.jpg\" class=\"attachment-drone-media-thumb-square size-drone-media-thumb-square wp-post-image\" alt=\"\" srcset=\"https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-scaled.jpg 2560w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-300x79.jpg 300w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-1024x268.jpg 1024w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-768x201.jpg 768w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-1536x403.jpg 1536w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-2048x537.jpg 2048w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-370x97.jpg 370w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-760x199.jpg 760w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-1520x398.jpg 1520w, https:\/\/open-traffic.epfl.ch\/wp-content\/uploads\/2023\/10\/1-s2.0-S0968090X23002784-gr1_lrg-740x194.jpg 740w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/>\t\t\t\t\t\t<div class=\"mask\"><\/div>\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/open-traffic.epfl.ch\/index.php\/2023\/10\/05\/inferring-vehicle-spacing-in-urban-traffic-from-trajectory-data\/\"  aria-hidden=\"true\" class=\"link\"><\/a>\n\t\t\t<\/div><div class=\"sc_blogger_item_content entry-content\"><h5 class=\"sc_blogger_item_title entry-title\" data-item-number=\"3\"><a href=\"https:\/\/open-traffic.epfl.ch\/index.php\/2023\/10\/05\/inferring-vehicle-spacing-in-urban-traffic-from-trajectory-data\/\" rel=\"bookmark\">Inferring vehicle spacing in urban traffic from trajectory data<\/a><\/h5><div class=\"sc_blogger_item_excerpt\">A paper by Yiru Jiao, Simeon Calvert, Sander van Cranenburgh and Hans van Lint was published inTransportation Research Part C: Emerging Technologies entitled \"Inferring vehicle spacing in urban traffic from&hellip;<\/div><div class=\"sc_blogger_item_button sc_item_button\"><a href=\"https:\/\/open-traffic.epfl.ch\/index.php\/2023\/10\/05\/inferring-vehicle-spacing-in-urban-traffic-from-trajectory-data\/\" class=\"item_more_link\"><span class=\"link_text\">Read more<\/span><span class=\"link_icon\"><\/span><\/a><\/div><\/div><!-- .entry-content --><\/div><!-- .sc_blogger_item_body --><\/div><!-- .sc_blogger_item --><\/div><\/div><\/div>[vc_empty_space alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row full_width=&#8221;stretch_row_content_no_spaces&#8221;][vc_column][rev_slider_vc alias=&#8221;pneuma-slide&#8221;][\/vc_column][\/vc_row][vc_row el_class=&#8221;iconrow1&#8243;][vc_column icons_position=&#8221;left&#8221;][vc_empty_space alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221;][vc_empty_space alter_height=&#8221;small&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; hide_on_mobile=&#8221;&#8221; css=&#8221;.vc_custom_1510155358012{margin-top: 0.15rem !important;}&#8221;][vc_empty_space alter_height=&#8221;large&#8221; hide_on_desktop=&#8221;&#8221; hide_on_notebook=&#8221;&#8221; hide_on_tablet=&#8221;&#8221; 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css=&#8221;.vc_custom_1595408870830{background-image:&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-336","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/open-traffic.epfl.ch\/index.php\/wp-json\/wp\/v2\/pages\/336","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/open-traffic.epfl.ch\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/open-traffic.epfl.ch\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/open-traffic.epfl.ch\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/open-traffic.epfl.ch\/index.php\/wp-json\/wp\/v2\/comments?post=336"}],"version-history":[{"count":85,"href":"https:\/\/open-traffic.epfl.ch\/index.php\/wp-json\/wp\/v2\/pages\/336\/revisions"}],"predecessor-version":[{"id":1454,"href":"https:\/\/open-traffic.epfl.ch\/index.php\/wp-json\/wp\/v2\/pages\/336\/revisions\/1454"}],"wp:attachment":[{"href":"https:\/\/open-traffic.epfl.ch\/index.php\/wp-json\/wp\/v2\/media?parent=336"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}