TY - GEN
T1 - EEG-Based Recognition Method of Intentional and Unintentional Hand Movement
AU - Wang, Xiaoguang
AU - Wang, Jiarong
AU - Bi, Luzheng
AU - Fei, Weijie
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/11
Y1 - 2019/11
N2 - We present an electroencephalogram (EEG) signals-based method to distinguish intentional and unintentional hand movements by using the optimized linear discriminant analysis (LDA) algorithm by combining the particle swarm optimization (PSO) with the traditional LDA. We design a novel experimental paradigm to validate the proposed method. Experimental results of seven participants show that the proposed method perform well. Furthermore, the performance of the PSO-LDA algorithm which is 86.4% are better than that of the traditional LDA algorithm. This work advances the field of hand movement recognition and gives some insights into the study on human-robot interaction.
AB - We present an electroencephalogram (EEG) signals-based method to distinguish intentional and unintentional hand movements by using the optimized linear discriminant analysis (LDA) algorithm by combining the particle swarm optimization (PSO) with the traditional LDA. We design a novel experimental paradigm to validate the proposed method. Experimental results of seven participants show that the proposed method perform well. Furthermore, the performance of the PSO-LDA algorithm which is 86.4% are better than that of the traditional LDA algorithm. This work advances the field of hand movement recognition and gives some insights into the study on human-robot interaction.
KW - Brain signals
KW - Intention recognition algorithm
KW - Intentional and Unintentional hand movement
KW - Particle Swarm optimization (PSO)
KW - linear discriminant algorithm
UR - http://www.scopus.com/inward/record.url?scp=85080092465&partnerID=8YFLogxK
U2 - 10.1109/CAC48633.2019.8996446
DO - 10.1109/CAC48633.2019.8996446
M3 - Conference contribution
AN - SCOPUS:85080092465
T3 - Proceedings - 2019 Chinese Automation Congress, CAC 2019
SP - 5480
EP - 5484
BT - Proceedings - 2019 Chinese Automation Congress, CAC 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2019 Chinese Automation Congress, CAC 2019
Y2 - 22 November 2019 through 24 November 2019
ER -