Gamma band activity associated with BCI performance – Simultaneous MEG/EEG study

While brain computer interface (BCI) can be employed for 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 BCI system, a significant number of target users (called BCI-Illiterates) cannot modulate their n...

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Main Authors: Minkyu eAhn, Sangtae eAhn, Jun Hee eHong, Hohyun eCho, Kiwoong eKim, Bong Soo eKim, Jin Woo eChang, Sung Chan eJun
Format: Article
Language:English
Published: Frontiers Media S.A. 2013-12-01
Series:Frontiers in Human Neuroscience
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fnhum.2013.00848/full
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spelling doaj-cb7aef42e81b47da93f0b45452660c262020-11-25T02:55:50ZengFrontiers Media S.A.Frontiers in Human Neuroscience1662-51612013-12-01710.3389/fnhum.2013.0084854428Gamma band activity associated with BCI performance – Simultaneous MEG/EEG studyMinkyu eAhn0Sangtae eAhn1Jun Hee eHong2Hohyun eCho3Kiwoong eKim4Bong Soo eKim5Jin Woo eChang6Sung Chan eJun7Sung Chan eJun8Gwangju Institue of Science and TechnologyGwangju Institue of Science and TechnologyGwangju Institue of Science and TechnologyGwangju Institue of Science and TechnologyKorea Research Institute of Standards and ScienceBrain Research Institute, Yonsei University College of MedicineBrain Research Institute, Yonsei University College of MedicineGwangju Institue of Science and TechnologyWadsworth Center, NYS Health DepartmentWhile brain computer interface (BCI) can be employed for 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 BCI system, a significant number of target users (called BCI-Illiterates) cannot modulate their neuronal signals enough 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 motor imagery. In this study, we investigated the association of gamma activity with motor imagery performance among subjects. Ten simultaneous MEG/EEG experiments were conducted; motor imagery performance for each was estimated by EEG data, and the gamma activity associated with BCI performance was investigated with MEG data. Our results showed that gamma activity had a high positive correlation with motor imagery performance in the prefrontal area. This trend was also found across sessions within one subject. In conclusion, gamma rhythms generated in the prefrontal area appears to play a critical role in BCI performance.http://journal.frontiersin.org/Journal/10.3389/fnhum.2013.00848/fullGamma activityperformance predictionBCI-illiteracyMotor Imagery BCIMEG and EEG
collection DOAJ
language English
format Article
sources DOAJ
author Minkyu eAhn
Sangtae eAhn
Jun Hee eHong
Hohyun eCho
Kiwoong eKim
Bong Soo eKim
Jin Woo eChang
Sung Chan eJun
Sung Chan eJun
spellingShingle Minkyu eAhn
Sangtae eAhn
Jun Hee eHong
Hohyun eCho
Kiwoong eKim
Bong Soo eKim
Jin Woo eChang
Sung Chan eJun
Sung Chan eJun
Gamma band activity associated with BCI performance – Simultaneous MEG/EEG study
Frontiers in Human Neuroscience
Gamma activity
performance prediction
BCI-illiteracy
Motor Imagery BCI
MEG and EEG
author_facet Minkyu eAhn
Sangtae eAhn
Jun Hee eHong
Hohyun eCho
Kiwoong eKim
Bong Soo eKim
Jin Woo eChang
Sung Chan eJun
Sung Chan eJun
author_sort Minkyu eAhn
title Gamma band activity associated with BCI performance – Simultaneous MEG/EEG study
title_short Gamma band activity associated with BCI performance – Simultaneous MEG/EEG study
title_full Gamma band activity associated with BCI performance – Simultaneous MEG/EEG study
title_fullStr Gamma band activity associated with BCI performance – Simultaneous MEG/EEG study
title_full_unstemmed Gamma band activity associated with BCI performance – Simultaneous MEG/EEG study
title_sort gamma band activity associated with bci performance – simultaneous meg/eeg study
publisher Frontiers Media S.A.
series Frontiers in Human Neuroscience
issn 1662-5161
publishDate 2013-12-01
description While brain computer interface (BCI) can be employed for 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 BCI system, a significant number of target users (called BCI-Illiterates) cannot modulate their neuronal signals enough 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 motor imagery. In this study, we investigated the association of gamma activity with motor imagery performance among subjects. Ten simultaneous MEG/EEG experiments were conducted; motor imagery performance for each was estimated by EEG data, and the gamma activity associated with BCI performance was investigated with MEG data. Our results showed that gamma activity had a high positive correlation with motor imagery performance in the prefrontal area. This trend was also found across sessions within one subject. In conclusion, gamma rhythms generated in the prefrontal area appears to play a critical role in BCI performance.
topic Gamma activity
performance prediction
BCI-illiteracy
Motor Imagery BCI
MEG and EEG
url http://journal.frontiersin.org/Journal/10.3389/fnhum.2013.00848/full
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