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迈向基于听觉P300的高通量脑机接口。

Toward a high-throughput auditory P300-based brain-computer interface.

作者信息

Klobassa D S, Vaughan T M, Brunner P, Schwartz N E, Wolpaw J R, Neuper C, Sellers E W

机构信息

Wadsworth Center, NYS Dept. Health, Albany, NY, USA.

出版信息

Clin Neurophysiol. 2009 Jul;120(7):1252-61. doi: 10.1016/j.clinph.2009.04.019. Epub 2009 Jul 1.

Abstract

OBJECTIVE

Brain-computer interface (BCI) technology can provide severely disabled people with non-muscular communication. For those most severely disabled, limitations in eye mobility or visual acuity may necessitate auditory BCI systems. The present study investigates the efficacy of the use of six environmental sounds to operate a 6x6 P300 Speller.

METHODS

A two-group design was used to ascertain whether participants benefited from visual cues early in training. Group A (N=5) received only auditory stimuli during all 11 sessions, whereas Group AV (N=5) received simultaneous auditory and visual stimuli in initial sessions after which the visual stimuli were systematically removed. Stepwise linear discriminant analysis determined the matrix item that elicited the largest P300 response and thereby identified the desired choice.

RESULTS

Online results and offline analyses showed that the two groups achieved equivalent accuracy. In the last session, eight of 10 participants achieved 50% or more, and four of these achieved 75% or more, online accuracy (2.8% accuracy expected by chance). Mean bit rates averaged about 2 bits/min, and maximum bit rates reached 5.6 bits/min.

CONCLUSIONS

This study indicates that an auditory P300 BCI is feasible, that reasonable classification accuracy and rate of communication are achievable, and that the paradigm should be further evaluated with a group of severely disabled participants who have limited visual mobility.

SIGNIFICANCE

With further development, this auditory P300 BCI could be of substantial value to severely disabled people who cannot use a visual BCI.

摘要

目的

脑机接口(BCI)技术可为严重残疾人士提供非肌肉运动的交流方式。对于那些残疾程度最重的人来说,眼球活动能力或视力的限制可能需要听觉BCI系统。本研究调查了使用六种环境声音来操作6×6 P300拼字器的效果。

方法

采用两组设计来确定参与者在训练初期是否从视觉线索中受益。A组(N = 5)在全部11次训练中仅接受听觉刺激,而AV组(N = 5)在最初的训练中接受听觉和视觉同时刺激,之后系统地去除视觉刺激。逐步线性判别分析确定引发最大P300反应的矩阵项目,从而确定所需的选择。

结果

在线结果和离线分析表明两组的准确率相当。在最后一次训练中,10名参与者中有8名在线准确率达到50%或更高,其中4名达到75%或更高(随机准确率预期为2.8%)。平均比特率约为2比特/分钟,最大比特率达到5.6比特/分钟。

结论

本研究表明,听觉P300 BCI是可行的,能够实现合理的分类准确率和交流速率,并且该范式应用于一组眼球活动能力受限的严重残疾参与者时应进一步评估。

意义

随着进一步发展,这种听觉P300 BCI对于无法使用视觉BCI的严重残疾人士可能具有重大价值。

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An auditory brain-computer interface (BCI).一种听觉脑机接口(BCI)。
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