Papadimitriou E., Tselentis D., Yannis G., “Analysis of Driving Behaviour Characteristics Based on Smartphone Data”, Proceedings of the 7th Transport Research Arena TRA 2018 Conference, Vienna, Austria, 16-19 April 2018.

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class="container et_search_form_container"> <form role="search" method="get" class="et-search-form" action="https://www.nrso.ntua.gr/geyannis/"> <input type="search" class="et-search-field" placeholder="Search …" value="" name="s" title="Search for:" /> </form> <span class="et_close_search_field"></span> </div> </div> </header>  <div id="et-main-area"> <div id="main-content"> <div class="container"> <div id="content-area" class="clearfix"> <div id="left-area"> <article id="post-10570" class="et_pb_post post-10570 publication type-publication status-publish has-post-thumbnail hentry tag-big-data tag-driver-behaviour tag-machine-learning tag-naturalistic-driving tag-statistical-modelling tag-telematics publication-category-conferences"> <div class="et_post_meta_wrapper"> <h1 class="entry-title">Papadimitriou E., Tselentis D., Yannis G., “Analysis of Driving Behaviour Characteristics Based on Smartphone Data”, Proceedings of the 7th Transport Research Arena TRA 2018 Conference, Vienna, Austria, 16-19 April 2018.</h1> </div>  <div class="entry-content"> <img src="https://www.nrso.ntua.gr/geyannis/wp-content/uploads/geyannis-pc289.jpg" class="nrso-featured-image" border="0" /><p>The objective of this paper is to detect and analyze risky driving behaviour characteristics on the basis of smartphone data, with focus on key risk indicators, namely the number of harsh driving events and the use of mobile phone while driving. Driving behaviour analytics data from a naturalistic driving experiment are exploited in this research recorded by smartphone devices. The driving indicators that are collected include distance travelled, speed, accelerations, brakings, turnings, cornerings, and related ‘events’ in the form of harsh maneuvers (e.g. harsh acceleration, braking, etc.), as well as mobile phone use. One hundred drivers participated in the designed experiment during a 4-months timeframe and a large database of 18,850 trips was built. The results of this research reveal that distraction originating from smartphone usage has a serious impact on the number of harsh events that occur per kilometer and subsequently on the relative crash risk. Furthermore, mobile phone use while driving may be accurately “detected” by smartphone sensors data in more than 70% of cases.</p> <br/> <table class="nrso-metadata-table"> <tr> <td class="first-col">ID</td> <td>pc289</td> </tr> <tr> <td class="first-col">Presentation</td> <td><a href="https://www.nrso.ntua.gr/geyannis/wp-content/uploads/geyannis-pc289c.pdf" target="_blank" class="listview-ppt"><i class="fa fa-file-text-o" aria-hidden="true"></i></a></td> </tr> <tr> <td class="first-col">Full Text</td> <td><a href="https://www.nrso.ntua.gr/geyannis/wp-content/uploads/geyannis-pc289-1.pdf" target="_blank" class="listview-pdf"><i class="fa fa-file-pdf-o" aria-hidden="true"></i></a></td> </tr> <tr> <td class="first-col">Tags</td> <td> <a href="https://www.nrso.ntua.gr/geyannis/tag/big-data/">big data</a>, <a href="https://www.nrso.ntua.gr/geyannis/tag/driver-behaviour/">driver behaviour</a>, <a href="https://www.nrso.ntua.gr/geyannis/tag/machine-learning/">machine learning</a>, <a href="https://www.nrso.ntua.gr/geyannis/tag/naturalistic-driving/">naturalistic driving</a>, <a href="https://www.nrso.ntua.gr/geyannis/tag/statistical-modelling/">statistical modelling</a>, <a href="https://www.nrso.ntua.gr/geyannis/tag/telematics/">telematics</a> </td> </tr> </table> </div>  <div class="et_post_meta_wrapper"> </div>  </article>  </div>  <div id="sidebar"> <div id="search-2" class="et_pb_widget widget_search"><h4 class="widgettitle">Search</h4><form role="search" method="get" id="searchform" class="searchform" action="https://www.nrso.ntua.gr/geyannis/"> <div> <label class="screen-reader-text" for="s">Search for:</label> <input type="text" value="" name="s" id="s" /> <input type="submit" id="searchsubmit" value="Search" /> </div> </form></div> <div id="text-6" class="et_pb_widget widget_text"> <div class="textwidget"><div style="width:100%;margin:0;padding: 10px 10px 5px 13px;background:#eff6fa;border-left:0px solid #4f9dc2;"> <a 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Papadimitriou E., Tselentis D., Yannis G., “Analysis of Driving Behaviour Characteristics Based on Smartphone Data”, Proceedings of the 7th Transport Research Arena TRA 2018 Conference, Vienna, Austria, 16-19 April 2018. | George Yannis