An Approach for Pattern Recognition of EEG Applied in Prosthetic Hand Drive | |
Zhang XD(张小栋); Wang YX(王云霞); Li YN(李耀楠); Zhang, Jinjin | |
刊名 | Journal of Systemics, Cybernetics and Informatics |
2011 | |
卷号 | 9期号:6页码:51-56 |
关键词 | Pattern Recognition EEG Brain-Computer Interface Prosthesis hand |
ISSN号 | 1690-4524 |
通讯作者 | 张小栋 |
产权排序 | 1 |
中文摘要 | For controlling the prosthetic hand by only electroencephalogram (EEG), it has become the hot spot in robotics research to set up a direct communication and control channel between human brain and prosthetic hand. In this paper, the EEG signal is analyzed based on multi-complicated hand activities. And then, two methods of EEG pattern recognition are investigated, a neural prosthesis hand system driven by BCI is set up, which can complete four kinds of actions (arm's free state, arm movement, hand crawl, hand open). Through several times of off-line and on-line experiments, the result shows that the neural prosthesis hand system driven by BCI is reasonable and feasible, the C-support vector classifiersbased method is better than BP neural network on the EEG pattern recognition for multi-complicated hand activities. |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.sia.cn/handle/173321/19886] |
专题 | 沈阳自动化研究所_机器人学研究室 |
推荐引用方式 GB/T 7714 | Zhang XD,Wang YX,Li YN,et al. An Approach for Pattern Recognition of EEG Applied in Prosthetic Hand Drive[J]. Journal of Systemics, Cybernetics and Informatics,2011,9(6):51-56. |
APA | Zhang XD,Wang YX,Li YN,&Zhang, Jinjin.(2011).An Approach for Pattern Recognition of EEG Applied in Prosthetic Hand Drive.Journal of Systemics, Cybernetics and Informatics,9(6),51-56. |
MLA | Zhang XD,et al."An Approach for Pattern Recognition of EEG Applied in Prosthetic Hand Drive".Journal of Systemics, Cybernetics and Informatics 9.6(2011):51-56. |
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