• DocumentCode
    1545107
  • Title

    A Pattern-Recognition Approach for Driving Skill Characterization

  • Author

    Zhang, Yilu ; Lin, William C. ; Chin, Yuen-Kwok Steve

  • Author_Institution
    Global R&D Center, Gen. Motors, Warren, MI, USA
  • Volume
    11
  • Issue
    4
  • fYear
    2010
  • Firstpage
    905
  • Lastpage
    916
  • Abstract
    Information about a driver´s driving skill can be used to adapt vehicle control parameters to facilitate the specific driver´s needs in terms of vehicle performance and safety. This paper presents an approach to driving skill characterization from a pattern-recognition perspective. The basic idea is to extract patterns that reflect the driver´s driving skill level from the measurements of the driver´s behavior and the vehicle response. The experimental results demonstrate the feasibility of using a pattern-recognition approach to characterize a driver´s handling skill. This paper concludes with the discussions of the challenges and future works to bring the proposed technique to practical use.
  • Keywords
    pattern recognition; traffic control; velocity control; driver behavior measurement; driver handling skill; driver information; pattern recognition; vehicle control; Automatic control; Control systems; Motion control; Navigation; Pattern recognition; Research and development; Traction motors; Vehicle driving; Vehicle dynamics; Vehicle safety; Driver model; driving skill characterization; pattern recognition;
  • fLanguage
    English
  • Journal_Title
    Intelligent Transportation Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1524-9050
  • Type

    jour

  • DOI
    10.1109/TITS.2010.2055239
  • Filename
    5518413