Modern vehicles can generate up to several Gigabytes of data per day which are mostly used only for aspects directly related to the proper functioning of the vehicle itself. However, these data have an enormous value as they can be collected and analyzed to better understand additional aspects of the driving experience, such as classifying the driver’s behavior and driving style.

    In this paper, we present a simple yet novel unsupervised methodology that is able to classify the behavior of a driver in a certain geographical area on the basis of the data collected from all the drivers in the same area. The proposed methodology has been tested on two different datasets involving professional truck drivers and it has been verified using human labelled ground truth data. The results obtained demonstrate the feasibility of the proposed solution. To our knowledge, this is the first study to classify driving behaviours of professional truck drivers and validate their performance on such large-scale data with actual safety scores.


    Access

    Check access

    Check availability in my library

    Order at Subito €


    Export, share and cite



    Title :

    An Unsupervised Approach for Driving Behavior Analysis of Professional Truck Drivers


    Additional title:

    Lect.Notes Social.Inform.



    Conference:

    International Conference on Intelligent Transport Systems ; 2021 November 24, 2021 - November 26, 2021



    Publication date :

    2022-03-12


    Size :

    13 pages





    Type of media :

    Article/Chapter (Book)


    Type of material :

    Electronic Resource


    Language :

    English




    An Unsupervised Approach for Driving Behavior Analysis of Professional Truck Drivers

    Milardo, Sebastiano / Rathore, Punit / Santi, Paolo et al. | TIBKAT | 2022


    Surveys of Professional Truck Drivers

    Hamelin, P. | British Library Conference Proceedings | 1992


    Truck drivers driving performance assessment

    Krishnamoorthy,B. / Gopalakrishnan,S. / Ashok Leyland,IN | Automotive engineering | 2008


    Driving behaviour of certain professional drivers

    Quenault, S.W. | Engineering Index Backfile | 1967