Lateralization of EEG Patterns in Humans during Motor Imagery of Arm Movements in the Brain-Computer Interface

被引:8
作者
Vasilyev, A. N. [1 ,2 ]
Liburkina, S. P. [1 ,2 ]
Kaplan, A. Ya. [1 ,2 ,3 ]
机构
[1] Lomonosov Moscow State Univ, Moscow, Russia
[2] Pirogov Russian Natl Res Med Univ, Moscow, Russia
[3] Lobachevsky State Univ Nizhni Novgorod, Nizhnii Novgorod, Nizhny Novgorod, Russia
关键词
brain-computer interface; EEG; motor imagery; pattern classification; sensorimotor; mu rhythm; event-related desynchronization; stroke; rehabilitation; ideomotor training; CORTEX; COMMUNICATION; FINGER; TRIAL;
D O I
10.7868/S0044467716030126
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
In this study EEG patterns of sensorimotor rhythm were examined in 10 healthy subjects while performing motor imagery of upper arm and hand movements. Participants received visual feedback through so-called brain computer interface (BCI) used for detection of user-specific spatio-temporal EEG patterns associated with performed mental tasks. During the course study, all of the subjects were able to modulate their sensorimotor EEG by performing motor imagery of shoulder and fingers movements. Patterns during imagery of shoulder movements were found to have more pronounced contralateral localization, than those during hand movements' imagery. That led to significantly better classification accuracies of the most lateralized patterns when discriminating between left and right hand (72 and 58% corresponding to shoulder and hand motor imagery). Value of difference of patterns' lateralization indexes had shown strong correlation with classification accuracy, suggests it could be used as a good reference mark for choosing optimal motor imagery tasks for BCI application.
引用
收藏
页码:302 / 312
页数:11
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