Could the beta rebound in the EEG be suitable to realize a "brain switch"?

被引:129
作者
Pfurtscheller, G. [1 ]
Solis-Escalante, T. [1 ]
机构
[1] Graz Univ Technol, Lab Brain Comp Interfaces, Inst Knowledge Discovery, A-8010 Graz, Styria, Austria
关键词
Motor imagery; Event-related desynchronization; Beta rebound; Brain-computer interfaces; SUPPLEMENTARY MOTOR AREA; COMPUTER INTERFACES; MOVEMENT; SYNCHRONIZATION; COMMUNICATION; POTENTIALS; DESYNCHRONIZATION; OSCILLATIONS; STIMULATION; FREQUENCIES;
D O I
10.1016/j.clinph.2008.09.027
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: Performing foot motor imagery is accompanied by a peri-imagery ERD and a post-imagery beta ERS (beta rebound). Our aim was to study whether the post-imagery beta rebound is a suitable feature for a simple "brain switch". Such a brain switch is a specifically designed brain-computer interface (BCI) with the aim to detect only one predefined brain state (e.g. EEG pattern) in ongoing brain activity. Method: One EEG (Laplacian) recorded at the vertex during cue-based brisk foot motor imagery was analysed in 5 healthy subjects. The peri-imagery ERD and the post-imagery beta rebound (ERS) were analysed in detail between 6 and 40 Hz and classified with two support vector machines. Results: The ERD was detected in ongoing EEG (simulation of asynchronous BCI) with a true positive rate (TPR) of 28.4% +/- 13.5 and the beta rebound with a TPR of 59.2% +/- 20.3. In single runs with 30 cues each, the TPR for beta rebound detection was 78.6% +/- 12.8. The false positive rate was always kept below 10%. Conclusion: The findings suggest that the beta rebound at Cz during foot motor imagery is a relatively stable and reproducible phenomenon detectable in single EEG trials. Significance: Our results indicate that the beta rebound is a suitable feature to realize a "brain switch" with one single EEG (Laplacian) channel only. (C) 2008 International Federation of Clinical Neurophysiology. Published by Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:24 / 29
页数:6
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