Phase and amplitude analysis in time-frequency space - application to voluntary finger movement

被引:61
作者
Ginter, J [1 ]
Blinowska, KJ [1 ]
Kaminski, M [1 ]
Durka, PJ [1 ]
机构
[1] Univ Warsaw, Inst Expt Phys, Lab Med Phys, PL-00681 Warsaw, Poland
关键词
time-frequency EEG analysis; event related synchronization; event related desynchronization; matching pursuit; multichannel autoregressive model; vector autoregressive model; short-time directed transfer function;
D O I
10.1016/S0165-0270(01)00424-1
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Two methods operating in time-frequency space were applied to analysis of EEG activity accompanying voluntary finger movements. The first one, based on matching pursuit approach provided high-resolution distributions of power in time-frequency space. The phenomena of event related desynchronization (ERD) and synchronization (ERS) were investigated without the need of band-pass filtering. Time evolution of mu- and beta -components was observed in a detailed way. The second method was based on a multichannel autoregressive model (MVAR) adapted for investigation of short-time changes in EEG signal. The direction and spectral content of the EEG activity propagation was estimated by means of short-time directed transfer function (SDTF). The evidence of 'cross-talk' between different areas of motor and sensory cortex was found. The earlier known phenomena, connected with voluntary movements, were confirmed and a new evidence concerning focal ERD/surround ERS and beta activity post-movement synchronization was found. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:113 / 124
页数:12
相关论文
共 29 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   Lack of bilateral coherence of post-movement central beta oscillations in the human electroencephalogram [J].
Andrew, C ;
Pfurtscheller, G .
NEUROSCIENCE LETTERS, 1999, 273 (02) :89-92
[3]  
[Anonymous], 1987, DIGITAL SPECTRAL ANA
[4]   Short-window spectral analysis of cortical event-related potentials by adaptive multivariate autoregressive modeling: data preprocessing, model validation, and variability assessment [J].
Ding, MZ ;
Bressler, SL ;
Yang, WM ;
Liang, HL .
BIOLOGICAL CYBERNETICS, 2000, 83 (01) :35-45
[5]   Time-frequency microstructure of event-related electro-encephalogram desynchronisation and synchronisation [J].
Durka, PJ ;
Ircha, D ;
Neuper, C ;
Pfurtscheller, G .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2001, 39 (03) :315-321
[6]   ANALYSIS OF EEG TRANSIENTS BY MEANS OF MATCHING PURSUIT [J].
DURKA, PJ ;
BLINOWSKA, KJ .
ANNALS OF BIOMEDICAL ENGINEERING, 1995, 23 (05) :608-611
[7]   Stochastic time-frequency dictionaries for matching pursuit [J].
Durka, PJ ;
Ircha, D ;
Blinowska, KJ .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (03) :507-510
[8]   1977 RIETZ LECTURE - BOOTSTRAP METHODS - ANOTHER LOOK AT THE JACKKNIFE [J].
EFRON, B .
ANNALS OF STATISTICS, 1979, 7 (01) :1-26
[9]   Time-frequency analysis using the matching pursuit algorithm applied to seizures originating from the mesial temporal lobe [J].
Franaszczuk, PJ ;
Bergey, GK ;
Durka, PJ ;
Eisenberg, HM .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1998, 106 (06) :513-521
[10]   ANALYSIS OF MESIAL TEMPORAL SEIZURE ONSET AND PROPAGATION USING THE DIRECTED TRANSFER-FUNCTION METHOD [J].
FRANASZCZUK, PJ ;
BERGEY, GK ;
KAMINSKI, MJ .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1994, 91 (06) :413-427