Symmetric Convolutional and Adversarial Neural Network Enables Improved Mental Stress Classification From EEG

Fu, Ruiqi1,2; Chen, Yi-Feng3; Huang, Yongqi4; Chen, Shuping1; Duan, Feiyan1,5; Li, Jiewei1; Wu, Jianhui6; Jiang, Dongmei7,8; Gao, Junling9; Gu, Jason10; Zhang, Mingming3; Chang, Chunqi1,8

2022

10.1109/TNSRE.2022.3174821

IEEE Transactions on Neural Systems and Rehabilitation Engineering   影响因子和分区

1558-0210

Adversarial learning convolutional neural network (CNN) deep learning electroencephalography (EEG) mental stress

SCI ; EI

通讯

WOS:000804664400002

20222112149904

Classification (of information) ; Convolution ; Deep neural networks ; Electroencephalography ; Electrophysiology ; Extraction ; Generative adversarial networks

Biomedical Engineering:461.1 ; Ergonomics and Human Factors Engineering:461.4 ; Medicine and Pharmacology:461.6 ; Information Theory and Signal Processing:716.1 ; Artificial Intelligence:723.4 ; Chemical Operations:802.3 ; Information Sources and Analysis:903.1

ENGINEERING

IEEE

1.Shenzhen Univ, Hlth Sci Ctr, Sch Biomed Engn, Shenzhen 518060, Peoples R China
2.Southern Univ Sci & Technol, Shenzhen Key Lab Smart Healthcare Engn, Shenzhen 518055, Peoples R China
3.Southern Univ Sci & Technol, Dept Biomed Engn, Shenzhen Key Lab Smart Healthcare Engn, Shenzhen 518055, Peoples R China
4.China Resources Digital Holdings Ltd, Shenzhen 518049, Peoples R China
5.Deepbay Innovat Technol Corp Ltd, Shenzhen 518057, Peoples R China
6.Shenzhen Univ, Shenzhen Key Lab Affect & Social Cognit Sci, Shenzhen 518060, Peoples R China
7.Northwestern Polytech Univ, Sch Comp Sci, Xian 710072, Peoples R China
8.Peng Cheng Lab, Shenzhen 518055, Peoples R China
9.Univ Hong Kong, Ctr Buddhist Studies, Buddhism & Sci Res Lab, Hong Kong, Peoples R China
10.Dalhousie Univ, Dept Elect & Comp Engn, Halifax, NS B3H 4R2, Canada

Fu, Ruiqi,Chen, Yi-Feng,Huang, Yongqi,et al. Symmetric Convolutional and Adversarial Neural Network Enables Improved Mental Stress Classification From EEG[J]. IEEE Transactions on Neural Systems and Rehabilitation Engineering,2022,30:1384-1400.

Fu, Ruiqi.,Chen, Yi-Feng.,Huang, Yongqi.,Chen, Shuping.,Duan, Feiyan.,...&Chang, Chunqi.(2022).Symmetric Convolutional and Adversarial Neural Network Enables Improved Mental Stress Classification From EEG.IEEE Transactions on Neural Systems and Rehabilitation Engineering,30,1384-1400.

Fu, Ruiqi,et al."Symmetric Convolutional and Adversarial Neural Network Enables Improved Mental Stress Classification From EEG".IEEE Transactions on Neural Systems and Rehabilitation Engineering 30(2022):1384-1400.