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Enhanced p300-based cursor movement control
Ma, Zhongwei ; Gao, Xiaorong ; Gao, Shangkai
2010-05-10 ; 2010-05-10
会议名称Foundations of Augmented Cognition, Proceedings ; 3rd International Conference on Foundation of Augmented Cognition ; Beijing, PEOPLES R CHINA ; Web of Science
关键词brain-computer interface (BCI) P300 support vector machine (SVM) information transfer rate (ITR) stimulus intensity electrophysiological (EEG) BRAIN-COMPUTER-INTERFACE BCI COMPETITION 2003 SUPPORT VECTOR MACHINES DATA SET IIB P300 COMMUNICATION Computer Science, Artificial Intelligence
中文摘要In order to build a high-performance brain-computer interface (BCI) for cursor movement control, a P300-based BCI system using a five-select oddball paradigm was designed and implemented. We found that high intensity visual stimuli (HIVS) can improve the performance of BCI. 9 subjects participated in the test of the proposed BCI system. Each subject completed 40 epochs with HIVS and low intensity visual stimuli (LIVS) respectively. The preprocessed data were classified by support vector machines (SVM). The averaged waveforms both from HIVS and LIVS proved that this new paradigm can elicit evident P300 potentials. Furthermore, the results indicated the information transfer rate (ITR) of HIVS could reach 5.4 bit/min, which was higher than 4.6 bit/min of LIVS.
会议录出版者SPRINGER-VERLAG BERLIN ; BERLIN ; HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY
语种英语 ; 英语
内容类型会议论文
源URL[http://hdl.handle.net/123456789/20211]  
专题清华大学
推荐引用方式
GB/T 7714
Ma, Zhongwei,Gao, Xiaorong,Gao, Shangkai. Enhanced p300-based cursor movement control[C]. 见:Foundations of Augmented Cognition, Proceedings, 3rd International Conference on Foundation of Augmented Cognition, Beijing, PEOPLES R CHINA, Web of Science.
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