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With the development of the wearable brain–computer interface (BCI), a few-channel BCI system is necessary for its application to daily life. In this paper, we proposed a bimodal BCI system that uses only a few channels of electroencephalograph (EEG) and functional near-infrared spectroscopy (fNIRS) signals to obtain relatively high accuracy. We developed new approaches for signal acquisition and...
With advances in brain-computer interface (BCI) research for the practical use of BCI systems, few-channel BCI systems have become necessary. The common spatial pattern (CSP) algorithm is a classic and powerful tool for extraction of features for motor imagery in BCI systems. However, previous studies show that this algorithm is not suitable for few-channel systems. In this study, phase space reconstruction...
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