DYNAMIC SPECTRAL-ANALYSIS OF EVENT-RELATED EEG DATA

被引:63
作者
FLORIAN, G [1 ]
PFURTSCHELLER, G [1 ]
机构
[1] GRAZ UNIV TECHNOL,INST BIOMED ENGN,DEPT MED INFORMAT,A-8010 GRAZ,AUSTRIA
来源
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY | 1995年 / 95卷 / 05期
关键词
EVENT-RELATED EEG; DYNAMIC SPECTRAL ANALYSIS; AUTOREGRESSIVE MODEL; SPECTRAL DECOMPOSITION; LOCAL STATIONARITY; EVENT-RELATED DESYNCHRONIZATION;
D O I
10.1016/0013-4694(95)00198-8
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A method for analysing the time course of power spectra of event-related EEG data is presented. A sequence of autoregressive models is fitted to segments of the EEG within which the data exhibit local stationarity. For parameter estimation a method involving ensemble averages is introduced. Besides investigating the evolution of power spectra, time courses of peak frequency, bandwidth and power of alpha (mu) and beta rhythms are traced. The method is applied to EEG recorded over the primary motor area during self-paced finger movements.
引用
收藏
页码:393 / 396
页数:4
相关论文
共 9 条
[1]  
[Anonymous], 1988, NONLINEAR NONSTATION
[2]  
Brockwell P., 1991, TIME SERIES THEORY M, V2nd ed.
[3]  
Klimesch W., 1993, Brain Topography, V5, P241, DOI 10.1007/BF01128991
[4]  
Klimesch W., 1990, J PSYCHOPHYSIOL, V4, P381
[5]   EVENT-RELATED CORTICAL DESYNCHRONIZATION DETECTED BY POWER MEASUREMENTS OF SCALP EEG [J].
PFURTSCHELLER, G ;
ARANIBAR, A .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1977, 42 (06) :817-826
[6]  
Pfurtscheller Gert, 1994, Brain Topography, V6, P269, DOI 10.1007/BF01211172
[7]  
Priestley M.B., 1981, SPECTRAL ANAL TIME S
[8]   APPLICATION OF A COMPUTER-BASED MODEL FOR EEG ANALYSIS [J].
WENNBERG, A ;
ZETTERBERG, LH .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1971, 31 (05) :457-+
[9]  
ZETTERBERG L H, 1969, Mathematical Biosciences, V5, P227, DOI 10.1016/0025-5564(69)90044-3