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
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