Evaluation of an online SSVEP-BCI with fast system setup

IF 3.1 4区 医学 Q2 CLINICAL NEUROLOGY
Xiaodong Li , Junlin Wang , Xiang Cao , Yong Huang , Wei Huang , Feng Wan , Michael Kai-Tsun To , Sheng Quan Xie
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引用次数: 0

Abstract

The brain–computer interface (BCI) plays an important role in neural restoration. Current BCI systems generally require complex experimental preparation to perform well, but this time-consuming process may hinder their use in clinical applications. To explore the feasibility of simplifying the BCI system setup, a wearable BCI system based on the steady-state visual evoked potential (SSVEP) was developed and evaluated. Fifteen healthy participants were recruited to test the fast-setup system using dry and wet electrodes in a real-life scenario. In this study, the average system setup time for the dry electrode was 38.40 seconds and that for the wet electrode was 103.40 seconds, which are times appreciably shorter than those in previous BCI experiments, enabling a rapid setup of the BCI system. Although the electroencephalogram (EEG) signal quality was low in this fast-setup BCI experiment, the BCI system achieved an information transfer rate of 138.89 bits/min with an eight-channel wet electrode and an information transfer rate of 70.59 bits/min with an eight-channel dry electrode, showing that the overall performance was close to that in traditional experiments. In addition, the results suggest that the solutions of a multi-channel dry electrode or few-channel wet electrode may be suitable for the fast-setup SSEVP-BCI. This fast-setup SSVEP-BCI has the advantages of simple preparation and stable performance and is thus conducive to promoting the use of the BCI in clinical practice.

评估快速系统设置的在线 SSVEP-BCI
脑机接口(BCI)在神经修复中发挥着重要作用。目前的脑机接口系统通常需要复杂的实验准备工作才能良好运行,但这一耗时的过程可能会阻碍其在临床应用中的使用。为了探索简化 BCI 系统设置的可行性,我们开发并评估了基于稳态视觉诱发电位(SSVEP)的可穿戴 BCI 系统。研究人员招募了 15 名健康参与者,在真实场景中使用干电极和湿电极测试快速设置系统。在这项研究中,干电极的平均系统设置时间为 38.40 秒,湿电极的平均系统设置时间为 103.40 秒,这两个时间明显短于以往的生物识别(BCI)实验,从而实现了生物识别(BCI)系统的快速设置。虽然快速设置 BCI 实验中的脑电图(EEG)信号质量较低,但使用八通道湿电极时,BCI 系统的信息传输速率达到 138.89 比特/分钟,使用八通道干电极时,信息传输速率达到 70.59 比特/分钟,整体性能接近传统实验。此外,研究结果表明,多通道干电极或少通道湿电极的解决方案可能适用于快速设置 SSEVP-BCI。这种快速设置的 SSEVEP-BCI 具有制备简单、性能稳定等优点,因此有利于在临床实践中推广应用。
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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来源期刊
Journal of Neurorestoratology
Journal of Neurorestoratology CLINICAL NEUROLOGY-
CiteScore
2.10
自引率
18.20%
发文量
22
审稿时长
12 weeks
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