Bispectrum Analysis of EEG in Estimation of Hand Movement

被引：0

作者：

Saikia, Adity ^{[1
]}

Hazarika, Shyamanta M. ^{[1
]}

机构：

[1] Tezpur Univ, Sch Engn, Tezpur, India

来源：

ADVANCES IN COMPUTING AND COMMUNICATIONS, PT 2 | 2011年 / 191卷

关键词：

Electroencephalogram (EEG); Bispectrum; HIGHER-ORDER STATISTICS; MOTOR IMAGERY; ACTIVATION; SPECTRA; SIGNALS; CORTEX;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Bispectrum analysis is presented to analyze electroencephalogram(EEG) signals recorded during two states of motor acts i.e. during imagination and observation of hand movements. EEG signals are recorded from primary hand areas i.e. from electrode position C3 and C4. This paper emphasizes the nonlinear behavior of EEG signal and we figure out, by bispectrum analysis it is possible to estimate spontaneous rhythm in the EEG during imagination and observation of hand movements. The results show that the location of bispectral peaks in bifrequency are quite different depending on the EEG signals in different motor acts.

引用

页码：109 / 118

页数：10

共 50 条

[1] An estimation of the bispectrum for the EEG in emotional states
Kim, ES
Cho, DY
Lee, YJ
Ryu, CS
[J]. ICONIP'98: THE FIFTH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING JOINTLY WITH JNNS'98: THE 1998 ANNUAL CONFERENCE OF THE JAPANESE NEURAL NETWORK SOCIETY - PROCEEDINGS, VOLS 1-3, 1998, : 438 - 441
[2] EEG BISPECTRUM PREDICTS MOVEMENT DURING THIOPENTAL ISOFLURANE ANESTHESIA
SEBEL, PS
BOWLES, SM
SAINI, V
CHAMOUN, N
[J]. JOURNAL OF CLINICAL MONITORING, 1995, 11 (02): : 83 - 91
[3] Bispectrum Analysis of EEG for Motor Imagery Classification
Kotoky, Nayantara
Hazarika, Shyamanta M.
[J]. 2014 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND INTEGRATED NETWORKS (SPIN), 2014, : 581 - 586
[4] Monitoring of the EEG using the bispectrum analysis on the anesthetic depth
Ye, Soo Young
Jeong, Do Un
Shon, Jung Man
Park, Jong Duk
Choi, Byeong Cheol
Jeon, Gye Rok
[J]. IECON 2004: 30TH ANNUAL CONFERENCE OF IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOL 3, 2004, : 3211 - 3215
[5] Bispectrum analysis of focal ischemic cerebral EEG signal
Zhang, JW
Zheng, CX
Jiang, DZ
Xie, A
Zang, YM
[J]. PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 20, PTS 1-6: BIOMEDICAL ENGINEERING TOWARDS THE YEAR 2000 AND BEYOND, 1998, 20 : 2023 - 2026
[6] Unified approach to trimmed mean estimation and its application to bispectrum estimation of EEG signals
Mampel, D
Nandi, AK
Schellhorn, K
[J]. JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 1996, 333B (03): : 369 - 383
[7] The Influence of Different EEG References on Scalp EEG Functional Network Analysis During Hand Movement Tasks
Zhang, Lipeng
Wang, Peng
Zhang, Rui
Chen, Mingming
Shi, Li
Gao, Jinfeng
Hu, Yuxia
[J]. FRONTIERS IN HUMAN NEUROSCIENCE, 2020, 14
[8] Adaptive estimation of hand movement trajectory in an EEG based brain-computer interface system
Robinson, Neethu
Guan, Cuntai
Vinod, A. P.
[J]. JOURNAL OF NEURAL ENGINEERING, 2015, 12 (06)
[9] ESTIMATION OF THE BISPECTRUM
ROSENBLATT, M
VANNESS, JW
[J]. ANNALS OF MATHEMATICAL STATISTICS, 1965, 36 (04): : 1120 - 1136
[10] Study of epileptic rat's EEG using bispectrum analysis
Wu, HY
Xia, Y
Lai, YX
Liu, YS
Yao, DZ
[J]. 2005 First International Conference on Neural Interface and Control Proceedings, 2005, : 119 - 122

← 1 2 3 4 5 →