전두엽 뇌전도 전극 배치의 제안 및 JADE를 이용한 잡음제거
Proposition of the EEG Electrode Arrangement at a Frontal Lobe and Rejection of Noise Using a JADE
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초록
본 논문에서는 뇌전도 바이오피드백 시스템을 위한 4채널 전두엽 전극 배치 및 JADE를 사용한 잡음 제거 방법을 제안하였다. 망막-각막 쌍극자 모델을 기반하여 4채널 전두엽 전극 배치를 제안하였으며, 이 배치에 의해서 얻은 신호에 대해서 JADE를 적용하여 4개의 독립 성분을 획득하였다. 각 독립 성분들 중에서 순수 뇌전도 성분을 추정하기 위해서 전체 신호에 대한 알파파비를 측정하여 그 값이 가장 큰 독립 성분을 잡음이 제거된 순수한 뇌전도로 추정하였다. 그 실험 결과 제안한 방법이 뇌전도 획득 과정에서 효과적으로 잡음을 제거함을 확인하였다.
Abstract
In this paper, it is proposed that the four channel electrode arrangement at a frontal lobe and the noise reduction method using a JADE for the EEG biofeedback system. The proposed electrode arrangement is based on the retina-cornea dipole model. Using JADE and signals which are acquired by the proposed arrangement, four independent components are separated. To estimate a pure EEG component among four components, it is measured that a ratio of alpha wave to the whole signal and then the component that has a maximum value is considered as a pure EEG which the noise is eliminated. As a result of experiments, the proposed methods are effective in reduction of noises during acquisition of the EEG.
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