• DocumentCode
    1817305
  • Title

    EEG Analysis in Wakefulness Maintenance State against Sleepiness by Instantaneous Equivalent Bandwidths

  • Author

    Yoshida, H. ; Kuramoto, H. ; Sunada, Y. ; Kikkawa, S.

  • Author_Institution
    Kinki Univ., Wakayama
  • fYear
    2007
  • fDate
    22-26 Aug. 2007
  • Firstpage
    19
  • Lastpage
    22
  • Abstract
    This paper proposes a new method for analyzing brain activity from Electroencephalogram (EEG) based on a concept of instantaneous equivalent bandwidths (IEBWs). The essence of the method using the IEBW is to track bandwidths changes of EEG signals. The instantaneous equivalent band- widths are defined using positive time-frequency distributions. However, it is well known that non-negative bilinear distributions that satisfy the marginals do not exist. To solve the problem, Copula-based time-frequency distributions have been adopted and we have also modified the construction method suitable for non-stationary random signals. The method was applied to EEG analysis in the wakefulness maintenance state against sleepiness. In our present study, sporadic synchronization was shown in the EEG signals while the subjects were trying to maintain wakefulness against sleepiness. That is, synchronization and desynchronization seem to succeed each other in the period. The results imply that the proposed method can track the EBWs change of EEG signals.
  • Keywords
    brain models; electroencephalography; sleep; Copula theory; EEG analysis; electroencephalogram; instantaneous equivalent bandwidths; sleepiness; wakefulness maintenance state; Bandwidth; Biomedical engineering; Brain; Electroencephalography; Electromyography; Entropy; Power engineering and energy; Signal analysis; Sleep; Time frequency analysis; Copula theory; EEG analysis; Instantaneous Equivalent Bandwidths; Positive Time-Frequency Distributions; Brain; Electroencephalography; Models, Statistical; Signal Processing, Computer-Assisted; Sleep; Statistical Distributions; Wakefulness;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
  • Conference_Location
    Lyon
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-0787-3
  • Type

    conf

  • DOI
    10.1109/IEMBS.2007.4352212
  • Filename
    4352212