Decoding Multi-Class EEG Signals of Hand Movement Using Multivariate Empirical Mode Decomposition and Convolutional Neural Network

• Main Authors: Yi Tao (Author), Weiwei Xu (Author), Guangming Wang (Author), Ziwen Yuan (Author), Maode Wang (Author), Michael Houston (Author), Yingchun Zhang (Author), Badong Chen (Author), Xiangguo Yan (Author), Gang Wang (Author)
• Format: Book
• Published: IEEE, 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Brain-computer interface (BCI) is a technology that connects the human brain and external devices. Many studies have shown the possibility of using it to restore motor control in stroke patients. One specific challenge of such BCI is that the classification accuracy is not high enough for multi-clas...