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A study of three target brain-computer interface based on auditory steady-state response

机译:基于听觉稳态响应的三目标脑机接口研究

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Auditory-based brain-computer interface (BCI) technology is needed to provide a communication approach for patients with visual impairments. For above goal, this paper constructs one auditory-based BCI via auditory steady-state response (ASSR) in the case of three targets. In this paper, the ASSR is stimulated by the click sound of different frequencies, which are 38 Hz for left channel, 40 Hz for both left and right channels, and 42 Hz for right channel. During the experiment, the subjects are focused on the corresponding stimulus according to the prompt sound. Data from 11 subjects are analyzed by spectral analysis and canonical correlation analysis (CCA). The Analysis result is any one of the three stimuli can evoke stable ASSR, and the ASSR is strongest at the frequency of 40 Hz. Using CCA for three classifications, the information transmission rate reaches the highest value of 4.74 bits/min and the average classification accuracy rate is 80.79% when the data length is 3 s. This study paradigm provides an opportunity for the ASSR to construct an auditory BCI.
机译:需要基于听觉的脑机接口(BCI)技术,为视力障碍的患者提供一种交流方法。为了实现上述目标,本文在三个目标的情况下,通过听觉稳态响应(ASSR)构建了一个基于听觉的BCI。在本文中,ASSR受到不同频率的喀哒声的刺激,左声道为38 Hz,左声道和右声道均为40 Hz,右声道为42 Hz。在实验过程中,根据提示音,受试者将注意力集中在相应的刺激上。通过光谱分析和规范相关分析(CCA)分析来自11个受试者的数据。分析结果是三种刺激中的任何一种都能引起稳定的ASSR,并且在40 Hz的频率下ASSR最强。使用CCA进行三种分类,当数据长度为3 s时,信息传输速率达到最高值4.74位/分钟,平均分类准确率为80.79%。该研究范式为ASSR构建听觉BCI提供了机会。

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