基于p300脑机接口幅相特性的信道选择

Yiyuan Wang, Jie Li, Rongjun Jian, Rong Gu
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引用次数: 2

摘要

脑机接口(BCI)范式通过特定的电极位置与外部世界进行交流。由于个体的脑振荡活动不同,以往的经验不足以选择最佳的模式识别通道。大多数通道选择是基于幅度特征。本文提出了一种结合幅度和相位特征的信道选择方法。将该方法应用于2003年BCI大赛的数据集IIb,在31个字母中只有一个字母被预测错误,取得了令人满意的准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Channel selection based on amplitude and phase characteristics for P300-based brain-computer interface
Brain-Computer Interface (BCI) paradigms communicate with external world through specific electrode positions. As the oscillatory brain activity varies with different individuals, the prior experience is not enough to select the optimal channels for pattern recognition. Most channel selections are based on amplitude features. In this paper, an approach for channel selection that combines amplitude and phase features is proposed. Applied to the data set IIb of BCI Competition 2003, the method for channel selection achieved an satisfying accuracy that only one letter was predicted as wrong among thirty-one letters.
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