• DocumentCode
    154764
  • Title

    Measuring aggressive driving behavior using signals from drive recorders

  • Author

    Yiyang Li ; Miyajima, Chiyomi ; Kitaoka, Norihide ; Takeda, Kenji

  • Author_Institution
    Grad. Sch. of Inf. Sci., Nagoya Univ., Nagoya, Japan
  • fYear
    2014
  • fDate
    8-11 Oct. 2014
  • Firstpage
    1886
  • Lastpage
    1887
  • Abstract
    In this paper, we propose a method of measuring aggressive driving behavior using driving signals from drive recorders. Drivers are assigned aggressiveness scores for four vehicle operation behaviors, i.e., steering, acceleration, deceleration, and alternation between acceleration and deceleration. A driver´s overall aggressiveness score is then estimated by integrating these behaviors using multiple linear regression. We assess the driving behavior of 78 drivers and compare our assessments to the aggressiveness scores assigned by a risk consulting expert. The proposed method achieves a rank correlation coefficient of 0.74 with the evaluations of the risk consulting expert.
  • Keywords
    estimation theory; regression analysis; signal processing; traffic engineering computing; aggressive driving behavior measurement; aggressiveness score estimation; drive recorders; driving signals; linear regression; rank correlation coefficient; Acceleration; Accidents; Companies; Correlation; Feature extraction; Linear regression; Vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems (ITSC), 2014 IEEE 17th International Conference on
  • Conference_Location
    Qingdao
  • Type

    conf

  • DOI
    10.1109/ITSC.2014.6957969
  • Filename
    6957969