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基于肌腱振动的连续运动觉反馈对运动想象脑-机接口性能的影响。

Effects of Continuous Kinaesthetic Feedback Based on Tendon Vibration on Motor Imagery BCI Performance.

出版信息

IEEE Trans Neural Syst Rehabil Eng. 2018 Jan;26(1):105-114. doi: 10.1109/TNSRE.2017.2739244. Epub 2017 Aug 14.

Abstract

BACKGROUND AND OBJECTIVES

Feedback plays a crucial role for using brain computer interface systems. This paper proposes the use of vibration-evoked kinaesthetic illusions as part of a novel multisensory feedback for a motor imagery (MI)-based BCI and investigates its contributions in terms of BCI performance and electroencephalographic (EEG) correlates.

METHODS

sixteen subjects performed two different right arm MI-BCI sessions: with the visual feedback only and with both visual and vibration-evoked kinaesthetic feedback, conveyed by the stimulation of the biceps brachi tendon. In both conditions, the sensory feedback was driven by the MI-BCI. The rich and more natural multisensory feedback was expected to facilitate the execution of MI, and thus to improve the performance of the BCI. The EEG correlates of the proposed feedback were also investigated with and without the performing of MI.

RESULTS AND CONCLUSIONS

the contribution of vibration-evoked kinaesthetic feedback led to statistically higher BCI performance (Anova, F = 18.1, p < .01) and more stable EEG event-related-desynchronization. Obtained results suggest promising application of the proposed method in neuro-rehabilitation scenarios: the advantage of an improved usability could make the MI-BCIs more applicable for those patients having difficulties in performing kinaesthetic imagery.

摘要

背景与目的

反馈对于使用脑机接口系统至关重要。本文提出将振动诱发运动错觉用作基于运动想象的脑机接口(BCI)新型多感觉反馈的一部分,并研究其在 BCI 性能和脑电图(EEG)相关性方面的贡献。

方法

16 名受试者进行了两次不同的右臂 MI-BCI 会话:仅具有视觉反馈和同时具有视觉和振动诱发运动错觉反馈,通过肱二头肌肌腱刺激来传递。在这两种情况下,感觉反馈都由 MI-BCI 驱动。预期丰富且更自然的多感觉反馈将有助于 MI 的执行,从而提高 BCI 的性能。还研究了在执行和不执行 MI 时提出的反馈的 EEG 相关性。

结果与结论

振动诱发运动错觉反馈的贡献导致 BCI 性能有统计学上的显著提高(方差分析,F = 18.1,p <.01)和更稳定的 EEG 事件相关去同步化。获得的结果表明,所提出的方法在神经康复场景中有很有前景的应用:改进的可用性优势可以使 MI-BCIs 更适用于那些难以进行运动想象的患者。

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