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刺激模式会影响听觉和触觉流 P300 脑机接口训练效果的会话间转移。

Stimulus modality influences session-to-session transfer of training effects in auditory and tactile streaming-based P300 brain-computer interfaces.

机构信息

Institute of Psychology, University of Würzburg, Würzburg, Germany.

Institute of Computer Science, University of Würzburg, Würzburg, Germany.

出版信息

Sci Rep. 2020 Jul 17;10(1):11873. doi: 10.1038/s41598-020-67887-6.

Abstract

Despite recent successes, patients suffering from locked-in syndrome (LIS) still struggle to communicate using vision-independent brain-computer interfaces (BCIs). In this study, we compared auditory and tactile BCIs, regarding training effects and cross-stimulus-modality transfer effects, when switching between stimulus modalities. We utilized a streaming-based P300 BCI, which was developed as a low workload approach to prevent potential BCI-inefficiency. We randomly assigned 20 healthy participants to two groups. The participants received three sessions of training either using an auditory BCI or using a tactile BCI. In an additional fourth session, BCI versions were switched to explore possible cross-stimulus-modality transfer effects. Both BCI versions could be operated successfully in the first session by the majority of the participants, with the tactile BCI being experienced as more intuitive. Significant training effects were found mostly in the auditory BCI group and strong evidence for a cross-stimulus-modality transfer occurred for the auditory training group that switched to the tactile version but not vice versa. All participants were able to control at least one BCI version, suggesting that the investigated paradigms are generally feasible and merit further research into their applicability with LIS end-users. Individual preferences regarding stimulus modality should be considered.

摘要

尽管最近取得了一些成功,但患有闭锁综合征 (LIS) 的患者仍然难以使用不依赖视觉的脑机接口 (BCI) 进行交流。在这项研究中,我们比较了听觉和触觉 BCI,研究了在刺激模式之间切换时的训练效果和跨刺激模态转移效果。我们使用了一种基于流的 P300 BCI,这是一种低工作量的方法,旨在防止潜在的 BCI 效率低下。我们将 20 名健康参与者随机分配到两组。参与者接受了三次使用听觉 BCI 或触觉 BCI 的训练。在第四个额外的训练中,我们切换了 BCI 版本,以探索可能的跨刺激模态转移效果。大多数参与者在第一次训练中都成功地操作了这两种 BCI 版本,触觉 BCI 被认为更直观。听觉 BCI 组发现了显著的训练效果,并且在切换到触觉版本的听觉训练组中发现了强烈的跨刺激模态转移证据,但反之则没有。所有参与者都能够控制至少一种 BCI 版本,这表明所研究的范式通常是可行的,并值得进一步研究其在 LIS 终端用户中的适用性。应该考虑到对刺激模式的个体偏好。

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