Gamma band activity associated with BCI performance: simultaneous MEG/EEG study

被引:73
作者
Ahn, Minkyu [1 ]
Ahn, Sangtae [1 ]
Hong, Jun H. [1 ]
Cho, Hohyun [1 ]
Kim, Kiwoong [2 ]
Kim, Bong S. [3 ]
Chang, Jin W. [3 ]
Jun, Sung C. [1 ,4 ]
机构
[1] Gwangju Inst Sci & Technol, Sch Informat & Commun, Kwangju 500712, South Korea
[2] Korea Res Inst Standards & Sci, Taejon, South Korea
[3] Yonsei Univ, Coll Med, Dept Neurosurg, Brain Res Inst, Seoul, South Korea
[4] New York State Dept Hlth, Wadsworth Ctr, Albany, NY USA
基金
新加坡国家研究基金会;
关键词
BCI-illiteracy; motor imagery BCI; performance prediction; gamma activity; MEG; EEG; BRAIN-COMPUTER INTERFACE; FALSE DISCOVERY RATE; SINGLE-TRIAL EEG; MOVEMENT DIRECTION; FREQUENCY OSCILLATIONS; MEMORY PERFORMANCE; FIELD POTENTIALS; VISUAL-IMAGERY; HAND MOVEMENT; MEG;
D O I
10.3389/fnhum.2013.00848
中图分类号
Q189 [神经科学];
学科分类号
071006 [神经生物学];
摘要
While brain computer interface (BCI) can be employed with patients and healthy subjects there are problems that must be resolved before BCI can be useful to the public. In the most popular motor imagery (MI) BCI system, a significant number of target users (called "BCI-Illiterates") cannot modulate their neuronal signals sufficiently to use the BCI system. This causes performance variability among subjects and even among sessions within a subject. The mechanism of such BCI-Illiteracy and possible solutions still remain to be determined Gamma oscillation is known to be involved in various fundamental brain functions, and may play a role in MI. In this study, we investigated the association of gamma activity with MI performance among subjects. Ten simultaneous MEG/EEG experiments were conducted MI performance for each was estimated by EEG data, and the gamma activity associate with BCI performance was investigated with MEG data. Our results showed that gamma activity had a high positive correlation with MI performance in the prefrontal area. This trend was also found across sessions within one subject. In conclusion, gamma rhythm generated in the prefrontal area appear to play a critical role in BCI performance.
引用
收藏
页数:10
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