• DocumentCode
    2371955
  • Title

    Classification of positive and negative emotion evoked by traffic jam based on electrocardiogram (ECG) and Pulse wave

  • Author

    Kato, Tomokazu ; Kawanaka, Haruki ; Bhuiyan, Md Shoaib ; Oguri, Koji

  • Author_Institution
    Grad. Sch. of Inf. Sci. & Technol., Aichi Prefectural Univ., Shizuoka, Japan
  • fYear
    2011
  • fDate
    5-7 Oct. 2011
  • Firstpage
    1217
  • Lastpage
    1222
  • Abstract
    Measuring emotion usually involves use of questionnaires. However, a questionnaire method is unable to measure emotion in real time as questionnaires are executed after the experiments. Besides, the resolution time of the emotion rating is low. Therefore, we proposed a novel method of measuring emotion in real time and to classify the negative emotion evoked by irritation of traffic jam and Positive emotion evoked when traffic jam disappeared by using bio-signals (electrocardiogram and Pulse wave). We reproduced a situation where traffic jam occurs using a Driving simulator (DS), and we measured bio-signals when subjects drive in it. Measured data were classified using Linear discriminant analysis (LDA) in two states of any three following situations: (Positive or no evoked emotion, Negative or no evoked emotion, Positive or Negative emotion). As a result of classification based on bio-signals, two states of three situations got high classification capability. We also indicated possibility for classification of two states.
  • Keywords
    behavioural sciences computing; electrocardiography; medical signal processing; pattern classification; road traffic; DS; ECG; LDA; biosignal measurement; driving simulator; electrocardiogram; emotion mesaurement; emotion rating; linear discriminant analysis; negative emotion; positive emotion; pulse wave; traffic jam; Accuracy; Electrocardiography; Heart rate variability; Rail to rail inputs; Resonant frequency; Time frequency analysis; Vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems (ITSC), 2011 14th International IEEE Conference on
  • Conference_Location
    Washington, DC
  • ISSN
    2153-0009
  • Print_ISBN
    978-1-4577-2198-4
  • Type

    conf

  • DOI
    10.1109/ITSC.2011.6083113
  • Filename
    6083113