TY - GEN
T1 - An Improved Method for Removing the Artifacts of Electrooculography
AU - Zhao, Huimin
AU - Chen, Chao
AU - Belkacem, Abdelkader Nasreddine
AU - Zhang, Jiaxin
AU - Lu, Lin
AU - Li, Penghai
N1 - Publisher Copyright:
© 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
PY - 2022
Y1 - 2022
N2 - In order to solve the problem that the removal effect of EEG artifacts is not ideal in EEG preprocessing, PCA-JADE-ARX is used in this paper. Firstly, PCA is used to select the number of components, and then JADE method is used to remove the artifacts. Based on the results of removing the artifacts, ARX model is estimated to find the optimal model and complete the correction of JADE results. Finally, clean and reliable real EEG signals are restored. The relative error, stability and effectiveness of the method are improved, which shows the practical application of the method.
AB - In order to solve the problem that the removal effect of EEG artifacts is not ideal in EEG preprocessing, PCA-JADE-ARX is used in this paper. Firstly, PCA is used to select the number of components, and then JADE method is used to remove the artifacts. Based on the results of removing the artifacts, ARX model is estimated to find the optimal model and complete the correction of JADE results. Finally, clean and reliable real EEG signals are restored. The relative error, stability and effectiveness of the method are improved, which shows the practical application of the method.
KW - ARX
KW - EEG signal
KW - JADE
KW - PCA
UR - http://www.scopus.com/inward/record.url?scp=85120077679&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85120077679&partnerID=8YFLogxK
U2 - 10.1007/978-981-16-6554-7_57
DO - 10.1007/978-981-16-6554-7_57
M3 - Conference contribution
AN - SCOPUS:85120077679
SN - 9789811665530
T3 - Lecture Notes in Electrical Engineering
SP - 516
EP - 525
BT - Proceedings of the 11th International Conference on Computer Engineering and Networks
A2 - Liu, Qi
A2 - Liu, Xiaodong
A2 - Chen, Bo
A2 - Zhang, Yiming
A2 - Peng, Jiansheng
PB - Springer Science and Business Media Deutschland GmbH
T2 - 11th International Conference on Computer Engineering and Networks, CENet2021
Y2 - 21 October 2021 through 25 October 2021
ER -