• DocumentCode
    541728
  • Title

    Investigation of drowsiness while driving utilizing analysis of heart rate fluctuations

  • Author

    Furman, Gabriela Dorfman ; Baharav, Armanda

  • Author_Institution
    Tel Aviv Univ., Tel Aviv, Israel
  • fYear
    2010
  • fDate
    26-29 Sept. 2010
  • Firstpage
    1091
  • Lastpage
    1094
  • Abstract
    Sleepiness is a main causal factor for accidents and daytime malfunction. In this study we checked the feasibility of a new, ECG based method to detect the propensity to fall asleep while driving, using a passive Maintenance of Wakefulness Test (MWT) and an active Driving Simulation (DS) during increasing sleep deprivation conditions. Microsleeps (MS), and falling asleep (FA) events, were detected from electroencephalogram analysis. HRV was characterized using Time Domain analysis, Time Frequency Decomposition, Entropy, and Poincare plots. The first MS during MWT and DS represented a point for significant changes in all HRV measures. The first accident on DS occurred 2-7 minutes after the first MS. There are clear HRV markers that indicate sleepiness in sleep deprived subjects. Provided some of these variables show the same trends in sleepy non sleep deprived subjects, a threshold should be defined as to imminent danger of a driver falling asleep at the wheel.
  • Keywords
    Poincare mapping; electro-oculography; electrocardiography; electroencephalography; electromyography; entropy; medical signal processing; sleep; time-frequency analysis; ECG; Poincare plots; accidents; daytime malfunction; driving; driving simulation; drowsiness; entropy; falling asleep events; heart rate fluctuations; maintenance of wakefulness test; microsleeps; sleep deprivation; sleepiness; time domain analysis; time frequency decomposition; Accidents; Brain modeling; Electroencephalography; Heart rate variability; Rail to rail inputs; Sleep; Time frequency analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing in Cardiology, 2010
  • Conference_Location
    Belfast
  • ISSN
    0276-6547
  • Print_ISBN
    978-1-4244-7318-2
  • Type

    conf

  • Filename
    5738167