Driving context plays an essential role in driving behavior and driving performance of a driver. The contextual information surrounding a driving activity involves several factors and dimensions that influence a driver's behavior. However, a driver may or may not need to adopt a particular driving pattern for every distinct driving context conditions. In this paper, we statistically investigate the impact of various driving context conditions on the behavior prediction and context recognition performance of stochastic driver-behavior models. We employed a Dirichlet process mixture modeling framework to capture the underlying distributions of observed driving parameters under different driving context conditions. Experimental validation was conducted using the on-the-road car-following behavior of sixty-four drivers. The results showed that under two particular context conditions, drivers demonstrated distinct driving characteristics that could be efficiently recognized by stochastic driver-behavior models, and yet, some context-specific models could be exploited to predict driving behavior in other driving contexts.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Impact of driving context on stochastic driver-behavior model: Quantitative analysis of car following task


    Beteiligte:


    Erscheinungsdatum :

    01.07.2012


    Format / Umfang :

    1184194 byte




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Deceleration Driver Model Considering Driving Task in High-Speed Following Situation

    Hattori, Y. / Asano, K. / Shigematsu, T. | British Library Conference Proceedings | 1996


    Deceleration driver model considering driving task in high-speed following situation

    Hattori,Y. / Asano,K. / Shigematsu,T. et al. | Kraftfahrwesen | 1996


    Analysis and prediction of deceleration behavior during car following using stochastic driver-behavior model

    Angkititrakul, Pongtep / Miyajima, Chiyomi / Takeda, Kazuya | IEEE | 2012



    Evaluation of driver-behavior models in real-world car-following task

    Angkititrakul, Pongtep / Ryuta, Terashima / Wakita, Toshihiro et al. | IEEE | 2009