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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