MOTOR IMAGERY BASED BRAIN COMPUTER INTERFACE WITH VIBROTACTILE INTERACTION

被引:4
作者
Liburkina, S. P. [1 ]
Vasilyev, A. N. [1 ]
Yakovlev, L. V. [1 ]
Gordleeva, S. Yu. [2 ]
Kaplan, A. Ya. [1 ,2 ]
机构
[1] Lomonosov Moscow State Univ, Moscow, Russia
[2] Lobachevsky State Univ, Nizhnii Novgorod, Russia
基金
俄罗斯科学基金会;
关键词
brain-computer interface; EEG; motor imagery; corticospinal excitability; sensorimotor; vibrotactile stimulation; event-related desynchronization; TMS; closed eyes; imagery training; CORTICOSPINAL EXCITABILITY; PERFORMANCE; MOVEMENTS; VISION; STROKE; EEG;
D O I
10.7868/S0044467717040049
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Motor imagery based brain computer interface (MI BCI) is aimed to allow a person to control external devices by consciously engaging with his or her body movements' mental representations. BCI systems are currently being developed in many variations but all of them require visual input channel to operate in the control loop. In this paper we propose the new paradigm of MI BCI based on vibrotactile stimulation that eliminates the need in the visual channel. Eleven healthy subjects participated in the study that included 7 sessions, each held on a different day. Their task was to learn how to perfoim motor imagery of fingers movements and to use it to control the BCI system in response to the stimuli of vibrotactile stimulators installed on the subjects' bodies. Such an approach allowed us to examine the effectiveness of motor imagery training with eyes closed. Over the course of the study all subjects were successful in mastering imagery of the proposed movements. Thus the possibility of user-training for BCI system with eyes closed and vibrotactile stimuli as signals to command switching was demonstrated. It was found that the EEG patterns associated with motor imagery, the features of corticospinal excitability changes during MI, the temporal (session-by-session) dynamics and the accuracy level in the BCI obtained while using the proposed system at least do not differ from those in the traditional approach, in which visual stimulus are used. Moreover, for some users the new paradigm grants substantial advantages over the standard approach in terms of BCI-accuracy and corticospinal excitability increase. The proposed BCI system provides new practical applications and may also be used by people with impaired vision.
引用
收藏
页码:414 / 429
页数:16
相关论文
共 45 条
[21]   THE QUANTITATIVE EXTRACTION AND TOPOGRAPHIC MAPPING OF THE ABNORMAL COMPONENTS IN THE CLINICAL EEG [J].
KOLES, ZJ .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1991, 79 (06) :440-447
[22]   Effects of Practice, Visual Loss, Limb Amputation, and Disuse on Motor Imagery Vividness [J].
Malouin, Francine ;
Richards, Carol L. ;
Durand, Anne ;
Descent, Micheline ;
Poire, Diane ;
Fremont, Pierre ;
Pelet, Stephane ;
Gresset, Jacques ;
Doyon, Julien .
NEUROREHABILITATION AND NEURAL REPAIR, 2009, 23 (05) :449-463
[23]   Faulty proprioceptive information disrupts motor imagery: an experimental study [J].
McCormick, Katherine ;
Zalucki, Nadia ;
Hudson, Megan L. ;
Moseley, G. Lorimer .
AUSTRALIAN JOURNAL OF PHYSIOTHERAPY, 2007, 53 (01) :41-45
[24]   Vision without proprioception modulates cortico-spinal excitability during hand motor imagery [J].
Mercier, C. ;
Aballea, A. ;
Vargas, C. D. ;
Paillard, J. ;
Sirigu, A. .
CEREBRAL CORTEX, 2008, 18 (02) :272-277
[25]   Motor Imagery and its Practical Application [J].
Mokienko, O. A. ;
Chernikova, L. A. ;
Frolov, A. A. ;
Bobrov, P. D. .
ZHURNAL VYSSHEI NERVNOI DEYATELNOSTI IMENI I P PAVLOVA, 2013, 63 (02) :195-204
[26]   Increased motor cortex excitability during motor imagery in brain-computer interface trained subjects [J].
Mokienko, Olesya A. ;
Chervyakov, Alexander V. ;
Kulikova, Sofia N. ;
Bobrov, Pavel D. ;
Chernikova, Liudmila A. ;
Frolov, Alexander A. ;
Piradov, Mikhail A. .
FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, 2013, 7
[27]   Motor imagery and action observation: cognitive tools for rehabilitation [J].
Mulder, Th. .
JOURNAL OF NEURAL TRANSMISSION, 2007, 114 (10) :1265-1278
[28]   THE ASSESSMENT AND ANALYSIS OF HANDEDNESS: THE EDINBURGH INVENTORY [J].
OLDFIELD, RC .
NEUROPSYCHOLOGIA, 1971, 9 (01) :97-113
[29]   Daily training with realistic visual feedback improves reproducibility of event-related desynchronisation following hand motor imagery [J].
Ono, Takashi ;
Kimura, Akio ;
Ushiba, Junichi .
CLINICAL NEUROPHYSIOLOGY, 2013, 124 (09) :1779-1786
[30]   Mental practice in chronic stroke - Results of a randomized, placebo-controlled trial [J].
Page, Stephen J. ;
Levine, Peter ;
Leonard, Anthony .
STROKE, 2007, 38 (04) :1293-1297