• DocumentCode
    2899407
  • Title

    Effect of pattern recognition features on detection for driver´s cognitive distraction

  • Author

    Miyaji, Masahiro ; Kawanaka, Haruki ; Oguri, Koji

  • Author_Institution
    Inst. of Inf. Sci. & Technol., Aichi Prefectural Univ., Nagakute, Japan
  • fYear
    2010
  • fDate
    19-22 Sept. 2010
  • Firstpage
    605
  • Lastpage
    610
  • Abstract
    Constituent technology of a driver monitor system using information of a driver´s psychosomatic states is expected to create driver´s states adaptive drive supporting system for the reduction of traffic accidents. In this study we identified a driver´s distraction as one of major psychosomatic states which may result in a traffic accident by using Internet based survey on a questionnaire basis. Then we aimed at creating a methodology in use for detecting driver´s cognitive distraction by means of using the AdaBoost which is capable of rapid and accurate classification. Furthermore we verified an effect of pattern recognition features such as interval between heart R-waves (hereafter, heart rate RRI) from an ECG (electrocardiogram), pupil diameter, and, gaze angle and head rotation angle.
  • Keywords
    adaptive systems; cognition; driver information systems; feature extraction; learning (artificial intelligence); pattern classification; road accidents; road safety; AdaBoost; ECG; Internet based survey; driver monitor system; drivers cognitive distraction; drivers psychosomatic state; drivers state adaptive drive supporting system; electrocardiogram; heart R-waves; heart rate RRI; pattern recognition feature; pupil diameter; traffic accident reduction; Accidents; Driver circuits; Feature extraction; Heart rate; Pattern recognition; Rail to rail inputs; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems (ITSC), 2010 13th International IEEE Conference on
  • Conference_Location
    Funchal
  • ISSN
    2153-0009
  • Print_ISBN
    978-1-4244-7657-2
  • Type

    conf

  • DOI
    10.1109/ITSC.2010.5624966
  • Filename
    5624966