Road safety can be improved if traffic accidents can be predicted and thus prevented. The use of driver-related variables to determine the possibility of an accident presents a new analysis paradigm. We used a driving simulator to create a jaywalking scenario and investigated how drivers responded to it. A total of 155 valid participants were identified across demographics (age group and gender) and participated in the experiment. We collected driver-related data on eight types of perception/reaction times, vehicle-control data, accident occurrence data, and maneuvers used for obstacle avoidance. From the statistical analysis, it was possible to derive six variables with significant differences based on whether a traffic accident occurred. Furthermore, we identified the data’s significant difference according to demographics. Artificial intelligence (AI)-classification models were used to predict whether an accident would occur with up to 90.6% accuracy. The data associated with the dangerous scenario obtained in this study were identified to predict the occurrence of traffic accidents.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Driver Behavior Analysis in Simulated Jaywalking and Accident Prediction Using Machine Learning Algorithms


    Weitere Titelangaben:

    Int.J Automot. Technol.


    Beteiligte:
    Lee, Myeongkyu (Autor:in) / Choi, Jihun (Autor:in) / Kim, Songhui (Autor:in) / Yang, Ji Hyun (Autor:in)


    Erscheinungsdatum :

    01.02.2025


    Format / Umfang :

    12 pages




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Driver Behavior Analysis in Simulated Jaywalking and Accident Prediction Using Machine Learning Algorithms

    Lee, Myeongkyu / Choi, Jihun / Kim, Songhui et al. | Springer Verlag | 2025


    APPARATUS AND METHOD FOR PREVENTING JAYWALKING ACCIDENT

    Europäisches Patentamt | 2023

    Freier Zugriff

    APPARATUS AND METHOD FOR PREVENTING JAYWALKING ACCIDENT

    PARK SUN HONG / PARK JUN HYEONG / OH YOUNG DAL et al. | Europäisches Patentamt | 2021

    Freier Zugriff

    V2X JAYWALKING PEDESTRIAN ACCIDENT PREVENTION SYSTEM USING V2X COMMUNICATION

    PARK KWANG IL / LIM SANG MOOK / KIM JIN HYUCK | Europäisches Patentamt | 2018

    Freier Zugriff

    Jaywalking sensing light

    JEONG HYE SU | Europäisches Patentamt | 2020

    Freier Zugriff