基于左右手运动想象的在线算法设计与应用
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五邑大学,华南理工大学,五邑大学,五邑大学

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广东高校优秀青年创新人才培养计划项目资助(LYM 11122


Left/Right Hand Motor Imagery Based online algorithm design and its application
Author:
Affiliation:

①School of Information Engineering,Wuyi University,School of Information Engineering, Wuyi University, Jiangmen 529020, China,①School of Information Engineering,Wuyi University

Fund Project:

The National High Technology Research and Development Program of China (863 Program)

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    摘要:

    本文设计了基于左、右手运动想象的脑电信号预处理、共同空域模式特征提取、SVM分类在线算法,开发了无线发射、接收开关硬件模块,实现了在线脑电开关系统。受试者可以用脑电波来遥控电灯的关开,这为重症瘫痪病人拓展其与自然的直接交流开辟了新的通道。5位健康的受试者参与了训练实验和在线实验,实验结果表明:经过特定训练,受试者均可有效控制该脑电开关系统,其平均正确率达90%,单个指令输出时间平均为4秒。

    Abstract:

    In this paper, we propose an online motor imagery detect algorithm including Electroencephalography (EEG) preprocessing, common spatial patterns feature extraction?, SVM classification, and threshold mechanism. In designing the light wireless switch hardware module, we develop the light switch system controlled by EEG. Participants can use their brain waves to remote control the light turn on, turn off , which especially provide a new direct communication channel for patients suffering from Amyotrophic Lateral Sclerosis(ALS) with the nature. Five healthy subjects participated in the training experiment and online experiment, the experimental results show that: after a specific training procedure, participants can effectively control the light switch system with an average accuracy of 90% and an average time of 4 seconds for each single command.

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王洪涛,陈水标,李达强.基于左右手运动想象的在线算法设计与应用[J].数据采集与处理,2013,28(6):

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  • 收稿日期:2013-03-01
  • 最后修改日期:2013-11-14
  • 录用日期:2013-07-24
  • 在线发布日期: 2014-01-08