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邱天爽
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教授   博士生导师   硕士生导师

性别: 男

毕业院校: 大连理工大学

学位: 博士

所在单位: 生物医学工程学院

学科: 信号与信息处理. 生物医学工程

办公地点: 大连理工大学创新园大厦

联系方式: 电子邮箱:qiutsh@dlut.edu.cn; 电话:15898159801

电子邮箱: qiutsh@dlut.edu.cn

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An ocular artifacts removal method based on canonical correlation analysis and two-channel EEG recordings

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论文类型: 会议论文

发表时间: 2012-05-26

收录刊物: EI、Scopus

卷号: 39 IFMBE

页面范围: 465-468

摘要: In order to more effectively apply an artifact removal method in an online Brain-Computer Interface (BCI) system, a new method based on Canonical Correlation Analysis (CCA) and two-channel Electroencephalography (EEG) recordings to quickly remove ocular artifacts (OA) is proposed in this paper. Considering both the formation of EEG signals contaminated by OA and the spread of OA, vertical Electrooculography (VEOG) was appropriately introduced in CCA, and the Blind Source Separation (BSS) method based on CCA was used in a new way during the OA removal process. Both experimental and comparison with ICA and SOBI results show that the new method with simple calculation and fast processing speed can effectively separate and remove OA using only two-channel EEG recordings, with retaining useful EEG signals. Hence, this method used in an online BCI system will be more effective. ? 2013 Springer-Verlag.

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