Evaluation of the Bremen SSVEP based BCI in real world conditions

I. Volosyak, H. Cecotti, D. Valbuena, A. Graser
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引用次数: 75

Abstract

A brain-computer interface (BCI) provides the possibility to translate brain neural activity patterns into control commands without user's movement. The brain activity is most commonly measured non-invasively via standard electroencephalography (EEG), i.e., with electrodes placed on the surface of the scalp. In this article, we evaluate a BCI system based on steady-state visual evoked potentials (SSVEPs) in real world conditions. Although the performance of this type of BCI has already been proved by several research groups with healthy users in laboratory settings assisted by scientific researchers, there are still many difficulties in changing from demonstration systems to practical BCIs. The Bremen-BCI was evaluated in this case study with 37 naive subjects (without any SSVEP-BCI experience), including 8 handicapped users, at the international rehabilitation fair RehaCare2008. In spite of unsuitable environment conditions on the fair, the spelling tasks were successfully completed by 32 participants with a mean accuracy of over 92% and an average information transfer rate (ITR) of 22.6[bits/min]. No significant dependency of the physical disability of participants on the ITR could be observed.
基于BCI的不来梅SSVEP在真实世界条件下的评价
脑机接口(BCI)提供了将大脑神经活动模式转换为控制命令而无需用户移动的可能性。大脑活动最常用的非侵入性测量方法是通过标准脑电图(EEG),即将电极放置在头皮表面。在本文中,我们在现实世界中评估了一个基于稳态视觉诱发电位(SSVEPs)的脑机接口系统。虽然这种类型的脑机接口的性能已经被几个研究小组在科学研究人员的协助下在实验室环境中对健康用户进行了证明,但从示范系统转变为实用的脑机接口仍然存在许多困难。在RehaCare2008国际康复展上,对37名无SSVEP-BCI经验的幼稚受试者(包括8名残疾使用者)进行了不来梅-脑机接口评估。尽管在不合适的环境条件下,32名参与者成功完成了拼写任务,平均准确率超过92%,平均信息传输率(ITR)为22.6[bits/min]。没有观察到参与者身体残疾对ITR的显著依赖。
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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