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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
作者部门机器人学研究室
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
会议主办者Int Inst Informat & Syst
会议录名称IMCIC 2010: INTERNATIONAL MULTI-CONFERENCE ON COMPLEXITY, INFORMATICS AND CYBERNETICS, VOL II
出版者INT INST INFORMATICS & SYSTEMICS
出版地ORLANDO
2010
页码170-175
收录类别EI ; CPCI(ISTP)
EI收录号20174504379141
WOS记录号WOS:000391416900032
产权排序1
ISBN号978-1-934272-88-6
关键词Pattern Recognition Eeg Brain-computer Interface Prosthesis Hand
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.
语种英语
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文献类型会议论文
条目标识符http://ir.sia.cn/handle/173321/19875
专题机器人学研究室
通讯作者Zhang XD(张小栋)
作者单位1.School of Mechanical Engineering, Xi'an Jiaotong University, Xi'an, Shaanxi Province, 710049, China
2.State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, Liaoning Province, 110016, China
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]//Int Inst Informat & Syst. ORLANDO:INT INST INFORMATICS & SYSTEMICS,2010:170-175.
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