A clinical evaluation of non-invasive motor imagery-based brain-computer interface in stroke

被引:19
作者
Ang, Kai Keng [1 ]
Guan, Cuntai [1 ]
Chua, Karen Sui Geok [2 ]
Ang, Beng Ti [3 ]
Kuah, Christopher Wee Keong [2 ]
Wang, Chuanchu [1 ]
Phua, Kok Soon [1 ]
Chin, Zheng Yang [1 ]
Zhang, Haihong [1 ]
机构
[1] ASTAR, Inst Infocomm Res, 21 Heng Mui Keng Terrace, Singapore 119613, Singapore
[2] Tan Tock Seng Hosp, Rehabil Ctr, Singapore 569766, Singapore
[3] Natl Neurosci Inst, Singapore 308433, Singapore
来源
2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8 | 2008年
关键词
D O I
10.1109/IEMBS.2008.4650130
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This clinical study investigates whether the performance of hemiparetic stroke patients operating a non-invasive Motor Imagery-based Brain-Computer Interface (MI-BCI) is comparable to healthy subjects. The study is performed on 8 healthy subjects and 35 BCI-nave hemiparetic stroke patients. This study also investigates whether the performance of the stroke patients in operating MI-BCI correlates with the extent of neurological disability. The performance is objectively computed from the 10x10-fold cross-validation accuracy of employing the Filter Bank Common Spatial Pattern (FBCSP) algorithm on their EEG measurements. The neurological disability is subjectively estimated using the Fugl-Meyer Assessment (FMA) of the upper extremity. The results show that the performance of BCI-naive hemiparetic stroke patients is comparable to healthy subjects, and no correlation is found between the accuracy of their performance and their motor impairment in terms of FMA.
引用
收藏
页码:4178 / +
页数:2
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