基于稳态视觉诱发电位(SSVEP)的心理拼写系统的实现

Han-Jeong Hwang, Jeong-Hwan Lim, Jun-Hak Lee, C. Im
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引用次数: 12

摘要

在这项研究中,我们实现了一个新的基于稳态视觉诱发电位(SSVEP)的心理拼写系统,采用QWERTY风格的布局键盘,有30个不同频率闪烁的led。在五名参与者的离线实验中,我们优化了影响心理拼写系统性能的各种因素,如相邻键之间的距离、光源安排、刺激频率、记录电极和视角。为了验证优化后的心理拼写系统的可行性,对6名参与者进行了在线实验。在线实验结果显示,平均打字速度为9.39个字母/分钟(LPM),平均成功率为87.58%,平均信息传输率为40.72比特/分钟,显示了所开发的心理拼写系统的高性能。事实上,本研究的平均打字速度为9.39 LPM,是以往脑机接口文献中最好的LPM结果之一。为了进一步提高我们的心理拼写系统的性能,我们将从网络摄像头中提取的眼睛方向信息(“左”或“右”)与SSVEP反应结合起来。在对10名参与者进行的在线实验中,混合拼写器平均可以减少16.6个打字错误。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementation of a mental spelling system based on steady-state visual evoked potential (SSVEP)
In this study, we implemented a new mental spelling system based on steady-state visual evoked potential (SSVEP), adopting a QWERTY style layout keyboard with 30 LEDs flickering with different frequencies. During the offline experiments performed with five participants, we optimized various factors influencing the performance of the mental spelling system, such as distances between adjacent keys, light source arrangements, stimulating frequencies, recording electrodes, and visual angles. The online experiments were conducted with six participants to verify the feasibility of the optimized mental spelling system. The results of the online experiments were an average typing speed of 9.39 letters per minute (LPM) with an average success rate of 87.58 % corresponding to an average information transfer rate of 40.72 bits per minute, demonstrating the high performance of the developed mental spelling system. Indeed, the average typing speed of 9.39 LPM attained in this study was one of the best LPM results among those reported in previous BCI literatures. To further enhance the performance of our mental spelling system, we combined eye direction information (‘left’ or ‘right’) extracted from a web camera with the SSVEP responses. As a result of the online experiments performed with 10 participants, the hybrid speller could reduce 16.6 typing errors on average.
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