An Approach for Pattern Recognition of EEG Applied in Prosthetic Hand Drive

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 机器人学研究室

	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
	2010
会议名称	International Multi-Conference on Complexity, Informatics and Cybernetics
会议日期	April 6-9, 2010
会议地点	Orlando, FL
关键词	Pattern Recognition EEG Brain-Computer Interface Prosthesis hand
页码	170-175
通讯作者	张小栋
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 classifiers-based method is better than BP neural network on the EEG pattern recognition for multi-complicated hand activities.
收录类别	CPCI（ISTP）
产权排序	1
会议主办者	Int Inst Informat & Syst
会议录	IMCIC 2010: INTERNATIONAL MULTI-CONFERENCE ON COMPLEXITY, INFORMATICS AND CYBERNETICS, VOL II
会议录出版者	INT INST INFORMATICS & SYSTEMICS
会议录出版地	ORLANDO
语种	英语
ISBN号	978-1-934272-88-6
WOS记录号	WOS:000391416900032
内容类型	会议论文
源URL	[http://ir.sia.cn/handle/173321/19875]
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[C]. 见:International Multi-Conference on Complexity, Informatics and Cybernetics. Orlando, FL. April 6-9, 2010.