Parallel genetic algorithm based common spatial patterns selection on time–frequency decomposed EEG signals for motor imagery brain-computer interface

• Published in: Biomedical signal processing and control Vol. 80; p. 104397
• Main Author: Luo, Tian-jian
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.02.2023
• Subjects: Brain computer interface; Common spatial pattern; Motor imagery; Parallel genetic algorithm; Time segments and frequency bands; Parallel genetic algorithm; Motor imagery; Brain computer interface; Common spatial pattern; Time segments and frequency bands

•A complete time segments and frequency bands were performed on the EEG signals to extract TSFBCSP features.•A MapReduce framework based genetic algorithm is proposed to select optimal TSFBCSP features.•Experiments on two public benchmark datasets validate the proposed method. Since the nonlinear an...