• DocumentCode
    2639058
  • Title

    Hybrid system modeling of human driver in the vehicle following task

  • Author

    Akita, Toshikazu ; Inagaki, Shinkichi ; Suzuki, Tatsuya ; Hayakawa, Soichiro ; Tsuchida, Nuio

  • Author_Institution
    Nagoya Univ., Nagoya
  • fYear
    2007
  • fDate
    17-20 Sept. 2007
  • Firstpage
    1122
  • Lastpage
    1127
  • Abstract
    This paper presents the development of the modeling of human driving behavior based on an expression as a hybrid dynamical system (HDS). In our modeling, the relationship between the measured sensory information and the output of the driver are expressed by the piecewise ARX (PWARX) model. As one of the sensory input, time derivative of the area of the back of the preceding vehicle (called KdB) are considered. By introducing the PWARX model, it becomes possible to find not only parameters appearing in the motion in each mode but also parameters in the logical switching (decision making) conditions among them from the measured driving data. From the obtained results, it is found that the driver appropriately switches some "control laws" according to the sensory information, in particular, the KdB plays an important role in the decision making, i.e., the switching between modes
  • Keywords
    behavioural sciences; decision making; road vehicles; decision making; human driver; hybrid dynamical system; hybrid system modeling; logical switching conditions; piecewise ARX model; sensory information; vehicle following task; Control systems; Decision making; Hidden Markov models; Humans; Modeling; Neural networks; Switches; Vehicle driving; Vehicle safety; Vehicles; Analysis of Driving Behavior; Hybrid Dynamical System; Modeling; Vehicle following task;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    SICE, 2007 Annual Conference
  • Conference_Location
    Takamatsu
  • Print_ISBN
    978-4-907764-27-2
  • Electronic_ISBN
    978-4-907764-27-2
  • Type

    conf

  • DOI
    10.1109/SICE.2007.4421153
  • Filename
    4421153