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首页> 外文期刊>Journal of NeuroEngineering Rehabilitation >A brain-computer interface with vibrotactile biofeedback for haptic information
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A brain-computer interface with vibrotactile biofeedback for haptic information

机译:具有触觉信息的触觉生物反馈的脑机接口

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Background It has been suggested that Brain-Computer Interfaces (BCI) may one day be suitable for controlling a neuroprosthesis. For closed-loop operation of BCI, a tactile feedback channel that is compatible with neuroprosthetic applications is desired. Operation of an EEG-based BCI using only vibrotactile feedback, a commonly used method to convey haptic senses of contact and pressure, is demonstrated with a high level of accuracy. Methods A Mu-rhythm based BCI using a motor imagery paradigm was used to control the position of a virtual cursor. The cursor position was shown visually as well as transmitted haptically by modulating the intensity of a vibrotactile stimulus to the upper limb. A total of six subjects operated the BCI in a two-stage targeting task, receiving only vibrotactile biofeedback of performance. The location of the vibration was also systematically varied between the left and right arms to investigate location-dependent effects on performance. Results and Conclusion Subjects are able to control the BCI using only vibrotactile feedback with an average accuracy of 56% and as high as 72%. These accuracies are significantly higher than the 15% predicted by random chance if the subject had no voluntary control of their Mu-rhythm. The results of this study demonstrate that vibrotactile feedback is an effective biofeedback modality to operate a BCI using motor imagery. In addition, the study shows that placement of the vibrotactile stimulation on the biceps ipsilateral or contralateral to the motor imagery introduces a significant bias in the BCI accuracy. This bias is consistent with a drop in performance generated by stimulation of the contralateral limb. Users demonstrated the capability to overcome this bias with training.
机译:背景技术已经提出,脑-计算机接口(BCI)可能有一天适合于控制神经假体。对于BCI的闭环操作,需要一种与神经假体应用兼容的触觉反馈通道。高度准确地证明了仅使用触觉反馈(一种传达接触和压力的触觉的常用方法)的基于EEG的BCI的操作。方法使用基于运动节奏范式的基于Mu-hythm的BCI来控制虚拟光标的位置。通过调节对上肢的触觉刺激的强度,视觉上以及触觉上都显示了光标位置。共有六名受试者在两个阶段的目标任务中操作了BCI,仅接受了触觉生物反馈。振动的位置在左右臂之间也有系统地变化,以研究位置对性能的影响。结果与结论受试者能够仅使用触觉反馈来控制BCI,平均准确度为56%,最高可达72%。如果受试者没有对其Mu节律的自愿控制,则这些准确性显着高于随机机会预测的15%。这项研究的结果表明,触觉反馈是一种使用运动图像来操作BCI的有效生物反馈方式。此外,研究表明,将触觉刺激放置在运动图像的同侧或对侧二头肌上会导致BCI准确性出现明显偏差。这种偏见与对侧肢体刺激产生的性能下降相一致。用户展示了通过培训克服这种偏见的能力。

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