• DocumentCode
    2161414
  • Title

    Driver risk evaluation based on acceleration, deceleration, and steering behavior

  • Author

    Miyajima, Chiyomi ; Ukai, Hiroki ; Naito, Atsumi ; Amata, Hideomi ; Kitaoka, Norihide ; Takeda, Kazuya

  • Author_Institution
    Grad. Sch. of Inf. Sci., Nagoya Univ., Nagoya, Japan
  • fYear
    2011
  • fDate
    22-27 May 2011
  • Firstpage
    1829
  • Lastpage
    1832
  • Abstract
    We propose a driver risk evaluation method based on the analysis of driving data captured with drive recorders. To evaluate the acceleration behavior of each driver we plot the maximum acceleration per minute to velocity on a two dimensional plane and approximate the distribution by linear regression. We assume that the higher the y-intercept of the line, the quicker the driver accelerates from a stop, and the higher the x-intercept, the higher the preferred speed of travel. To evaluate deceleration behavior, brake pedal operation patterns are classified into four types, based on how the brake is depressed and released. We evaluate deceleration risk levels based on these four braking pattern categories. Steering behavior is evaluated based on the relationship between the radius of road curvature and road design speed as defined in the road construction ordinance. Some correlation is observed between our evaluation results and those manually scored by risk consultants.
  • Keywords
    automotive electronics; braking; data analysis; data recording; regression analysis; risk analysis; road safety; steering systems; acceleration behavior; brake pedal operation pattern; braking pattern categories; deceleration behavior; deceleration risk level; drive recorder; driver risk evaluation; driving data analysis; linear regression; road construction ordinance; road curvature; steering behavior; Acceleration; Companies; Correlation; Driver circuits; Roads; Vehicles; Weapons; Drive recorder; acceleration; deceleration; driver risk evaluation; steering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
  • Conference_Location
    Prague
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4577-0538-0
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2011.5946860
  • Filename
    5946860