• DocumentCode
    2115241
  • Title

    Assessment of mental fatigue during car driving by using high resolution EEG activity and neurophysiologic indices

  • Author

    Borghini, G. ; Vecchiato, G. ; Toppi, J. ; Astolfi, L. ; Maglione, A. ; Isabella, R. ; Caltagirone, C. ; Kong, W. ; Wei, Dennis ; Zhou, Zhengchun ; Polidori, L. ; Vitiello, Silvia ; Babiloni, F.

  • Author_Institution
    IRCCS Fondazione Santa Lucia, Rome, Italy
  • fYear
    2012
  • fDate
    Aug. 28 2012-Sept. 1 2012
  • Firstpage
    6442
  • Lastpage
    6445
  • Abstract
    Driving tasks are vulnerable to the effects of sleep deprivation and mental fatigue, diminishing driver´s ability to respond effectively to unusual or emergent situations. Physiological and brain activity analysis could help to understand how to provide useful feedback and alert signals to the drivers for avoiding car accidents. In this study we analyze the insurgence of mental fatigue or drowsiness during car driving in a simulated environment by using high resolution EEG techniques as well as neurophysiologic variables such as heart rate (HR) and eye blinks rate (EBR). Results suggest that it is possible to introduce a EEG-based cerebral workload index that it is sensitive to the mental efforts of the driver during drive tasks of different levels of difficulty. Workload index was based on the estimation of increase of EEG power spectra in the theta band over prefrontal areas and the simultaneous decrease of EEG power spectra over parietal areas in alpha band during difficult drive conditions. Such index could be used in a future to assess on-line the mental state of the driver during the drive task.
  • Keywords
    biomechanics; cardiology; electroencephalography; eye; medical signal processing; neurophysiology; sleep; EEG power spectra estimation; EEG-based cerebral workload index; brain activity analysis; car accidents; car driving; driving tasks; drowsiness; eye blinks rate; heart rate; high resolution EEG activity; mental fatigue assessment; neurophysiologic indices; physiological analysis; sleep deprivation effects; Electroencephalography; Estimation; Fatigue; Heart rate; Indexes; Sleep; Vehicles; Automobile Driving; Blinking; Electroencephalography; Heart Rate; Humans; Mental Fatigue;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
  • Conference_Location
    San Diego, CA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4119-8
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2012.6347469
  • Filename
    6347469