Multicommand Auditory ERP-based BCI System

Manorot Borirakarawin, Yunyong Punsawad
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引用次数: 2

Abstract

This paper proposes an auditory modality-based braincomputer interface (BCI) using electroencephalogram (EEG) signals. The objective is an alternative BCI method for control and communication. The N200 and P300 responses from vowel sound stimuli were observed in a preliminary study to repeat and verify an auditory stimulus method. By using a single speaker and the proposed paradigm, a simple classification method can produce four commands. The results showed that the proposed auditory stimulation of a vowel sound duration of 250 ms with 20 trials of stream stimuli achieved a high average accuracy; the average accuracy of combining the ERP features produced from the Fz, Cz, Pz, P3, and P4 channels was 78.13%. We will employ the proposed auditory modality for a real-time BCI system to serve paralyzed patients with visual impairments.
基于多命令听觉erp的BCI系统
提出了一种基于听觉模态的脑机接口(BCI)。目标是为控制和通信提供一种替代的BCI方法。通过对N200和P300在元音刺激下的反应进行初步观察,以验证听觉刺激方法的重复性。通过使用单个说话者和所提出的范式,一个简单的分类方法可以产生四个命令。结果表明,采用250 ms的元音持续时间的听觉刺激和20次流刺激获得了较高的平均准确度;结合Fz、Cz、Pz、P3和P4通道产生的ERP特征的平均准确率为78.13%。我们将采用听觉模式的实时脑机接口系统,以服务瘫痪的视觉障碍患者。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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