DocumentCode :
1752283
Title :
Detailed study of temporal variations of EEG by improved MEM spectral analysis with high resolution power
Author :
Terachi, Saburo ; Tanaka, Yukio
Author_Institution :
Hokkaido Inst. of Technol., Sapporo, Japan
Volume :
1
fYear :
2001
fDate :
2001
Firstpage :
230
Abstract :
The authors analyzed the electroencephalogram (EEG) time series data of a subject under general anesthesia using a newly devised method proposed by the authors. The analysis revealed an exponential characteristic in power spectral density (PSD) of the EEG, known to be peculiar to nonlinear phenomena. In addition, powers of such frequency components in EEG as alpha, beta, theta and delta were calculated quantitatively by integrating the PSD obtained from the segments of the EEG without any filtering procedures, and their temporal variations were investigated in detail. They were remarkably influenced by the stage of anesthesia. Further, the magnitude of the slope of exponentially decaying PSD increased as anesthesia became effective. The authors therefore proposed to take the magnitude as a new measure of estimating brain activities, and its usefulness was confirmed by the fact that the magnitudes for EEGs of children decrease as ages of subject increase
Keywords :
electroencephalography; maximum entropy methods; medical signal processing; spectral analysis; time series; 0.5 to 35 Hz; EEG temporal variations; EEG time series data; PSD; alpha frequency components; anesthesised subject; beta frequency components; brain activity estimation; delta frequency components; electroencephalogram; exponential characteristic; general anesthesia; high resolution power; maximum entropy method; nonlinear phenomena; power spectral density; spectral analysis; theta frequency components; Anesthesia; Brain; Electroencephalography; Filtering; Frequency domain analysis; Frequency estimation; Frequency measurement; Periodic structures; Spectral analysis; Time series analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and its Applications, Sixth International, Symposium on. 2001
Conference_Location :
Kuala Lumpur
Print_ISBN :
0-7803-6703-0
Type :
conf
DOI :
10.1109/ISSPA.2001.949819
Filename :
949819
Link To Document :
بازگشت