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一种具有自然刺激的听觉多类脑机接口:针对健康参与者和一名运动功能受损终端用户的可用性评估。

An auditory multiclass brain-computer interface with natural stimuli: Usability evaluation with healthy participants and a motor impaired end user.

作者信息

Simon Nadine, Käthner Ivo, Ruf Carolin A, Pasqualotto Emanuele, Kübler Andrea, Halder Sebastian

机构信息

Institute of Medical Psychology and Behavioral Neurobiology, University of Tübingen Tübingen, Germany ; Max Planck Institute for Intelligent Systems Tübingen, Germany.

Institute of Psychology, University of Würzburg Würzburg, Germany.

出版信息

Front Hum Neurosci. 2015 Jan 9;8:1039. doi: 10.3389/fnhum.2014.01039. eCollection 2014.

Abstract

Brain-computer interfaces (BCIs) can serve as muscle independent communication aids. Persons, who are unable to control their eye muscles (e.g., in the completely locked-in state) or have severe visual impairments for other reasons, need BCI systems that do not rely on the visual modality. For this reason, BCIs that employ auditory stimuli were suggested. In this study, a multiclass BCI spelling system was implemented that uses animal voices with directional cues to code rows and columns of a letter matrix. To reveal possible training effects with the system, 11 healthy participants performed spelling tasks on 2 consecutive days. In a second step, the system was tested by a participant with amyotrophic lateral sclerosis (ALS) in two sessions. In the first session, healthy participants spelled with an average accuracy of 76% (3.29 bits/min) that increased to 90% (4.23 bits/min) on the second day. Spelling accuracy by the participant with ALS was 20% in the first and 47% in the second session. The results indicate a strong training effect for both the healthy participants and the participant with ALS. While healthy participants reached high accuracies in the first session and second session, accuracies for the participant with ALS were not sufficient for satisfactory communication in both sessions. More training sessions might be needed to improve spelling accuracies. The study demonstrated the feasibility of the auditory BCI with healthy users and stresses the importance of training with auditory multiclass BCIs, especially for potential end-users of BCI with disease.

摘要

脑机接口(BCIs)可作为独立于肌肉的通信辅助工具。对于那些无法控制眼部肌肉的人(例如处于完全闭锁状态)或因其他原因有严重视力障碍的人,需要不依赖视觉模态的脑机接口系统。因此,有人提出了采用听觉刺激的脑机接口。在本研究中,实现了一种多类脑机接口拼写系统,该系统使用带有方向线索的动物声音来编码字母矩阵的行和列。为了揭示该系统可能的训练效果,11名健康参与者连续两天进行拼写任务。第二步,一名肌萎缩侧索硬化症(ALS)患者分两个阶段对该系统进行了测试。在第一阶段,健康参与者的拼写准确率平均为76%(3.29比特/分钟),第二天提高到90%(4.23比特/分钟)。ALS患者在第一阶段的拼写准确率为20%,在第二阶段为47%。结果表明,健康参与者和ALS患者都有很强的训练效果。虽然健康参与者在第一阶段和第二阶段都达到了很高的准确率,但ALS患者在两个阶段的准确率都不足以实现令人满意的通信。可能需要更多的训练阶段来提高拼写准确率。该研究证明了听觉脑机接口在健康用户中的可行性,并强调了使用听觉多类脑机接口进行训练的重要性,特别是对于患有疾病的脑机接口潜在最终用户。

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