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闭眼可提高基于听觉事件相关电位的脑机接口的可用性。

Eyes-Closed Increases the Usability of Brain-Computer Interfaces Based on Auditory Event-Related Potentials.

作者信息

Hübner David, Schall Albrecht, Prange Natalie, Tangermann Michael

机构信息

Brain State Decoding Lab, Department of Computer Science, University of Freiburg, Freiburg, Germany.

Cluster of Excellence, BrainLinks-BrainTools, Freiburg, Germany.

出版信息

Front Hum Neurosci. 2018 Sep 28;12:391. doi: 10.3389/fnhum.2018.00391. eCollection 2018.

Abstract

Recent research has demonstrated how brain-computer interfaces (BCI) based on auditory stimuli can be used for communication and rehabilitation. In these applications, users are commonly instructed to avoid eye movements while keeping their eyes open. This secondary task can lead to exhaustion and subjects may not succeed in suppressing eye movements. In this work, we investigate the option to use a BCI with eyes-closed. Twelve healthy subjects participated in a single electroencephalography (EEG) session where they were listening to a rapid stream of bisyllabic words while alternatively having their eyes open or closed. In addition, we assessed usability aspects for the two conditions with a questionnaire. Our analysis shows that eyes-closed does not reduce the number of eye artifacts and that event-related potential (ERP) responses and classification accuracies are comparable between both conditions. Importantly, we found that subjects expressed a significant general preference toward the eyes-closed condition and were also less tensed in that condition. Furthermore, switching between eyes-closed and eyes-open and vice versa is possible without a severe drop in classification accuracy. These findings suggest that eyes-closed should be considered as a viable alternative in auditory BCIs that might be especially useful for subjects with limited control over their eye movements.

摘要

最近的研究表明,基于听觉刺激的脑机接口(BCI)可如何用于通信和康复。在这些应用中,通常会指示用户在睁眼时避免眼球运动。这项次要任务可能会导致疲劳,并且受试者可能无法成功抑制眼球运动。在这项工作中,我们研究了使用闭眼BCI的可能性。12名健康受试者参加了一次脑电图(EEG)实验,他们在听一连串快速的双音节单词时,交替地睁眼或闭眼。此外,我们通过问卷调查评估了这两种情况下的可用性。我们的分析表明,闭眼并不会减少眼电伪迹的数量,并且两种情况下的事件相关电位(ERP)反应和分类准确率相当。重要的是,我们发现受试者对闭眼状态表现出明显的总体偏好,并且在该状态下也不那么紧张。此外,在闭眼和睁眼之间切换,反之亦然,而不会导致分类准确率大幅下降。这些发现表明,在听觉BCI中,闭眼应被视为一种可行的替代方案,这对于眼球运动控制能力有限的受试者可能特别有用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5a47/6172854/01b8ee75623f/fnhum-12-00391-g0001.jpg

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