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在基于稳态视觉诱发电位的脑机接口中使用高于临界闪烁频率的高频视觉刺激。

Use of high-frequency visual stimuli above the critical flicker frequency in a SSVEP-based BMI.

作者信息

Sakurada Takeshi, Kawase Toshihiro, Komatsu Tomoaki, Kansaku Kenji

机构信息

Systems Neuroscience Section, Department of Rehabilitation for Brain Functions, Research Institute of National Rehabilitation Center for Persons with Disabilities, Tokorozawa, Saitama 359-8555, Japan.

Systems Neuroscience Section, Department of Rehabilitation for Brain Functions, Research Institute of National Rehabilitation Center for Persons with Disabilities, Tokorozawa, Saitama 359-8555, Japan; Brain Science Inspired Life Support Research Center, The University of Electro-Communications, Chofu, Tokyo 182-8585, Japan.

出版信息

Clin Neurophysiol. 2015 Oct;126(10):1972-8. doi: 10.1016/j.clinph.2014.12.010. Epub 2014 Dec 23.

Abstract

OBJECTIVE

This study presents a new steady-state visual evoked potential (SSVEP)-based brain-machine interface (BMI) using flickering visual stimuli at frequencies greater than the critical flicker frequency (CFF).

METHODS

We first asked participants to fixate on a green/blue flicker (30-70Hz), and SSVEP amplitude was evaluated. Participants were asked to indicate whether the stimulus was visibly flickering and to report their subjective level of discomfort. We then assessed visibly (41, 43, and 45Hz) vs. invisibly (61, 63, and 65Hz) flickering stimulus in an SSVEP-based BMI. Visual fatigue was assessed via the flicker test before and after operation of the BMI.

RESULTS

Higher frequency stimuli reduced participants' subjective discomfort. Participants successfully controlled the SSVEP-based BMI using both the visibly and invisibly flickering stimuli (93.1% and 88.0%, respectively); the flicker test revealed a decrease in CFF (i.e., visual fatigue) under the visible condition only (-5.7%, P<0.001).

CONCLUSIONS

The use of high-frequency visual stimuli above the CFF led to high classification accuracy and decreased visual fatigue in an SSVEP-based BMI.

SIGNIFICANCE

High-frequency flicker stimuli above the CFF were able to induce SSVEPs and may prove useful in the development of BMI-based assistive products.

摘要

目的

本研究提出了一种基于稳态视觉诱发电位(SSVEP)的脑机接口(BMI),该接口使用高于临界闪烁频率(CFF)的闪烁视觉刺激。

方法

我们首先要求参与者注视绿色/蓝色闪烁(30 - 70Hz),并评估SSVEP幅度。要求参与者指出刺激是否明显闪烁,并报告他们的主观不适程度。然后,我们在基于SSVEP的BMI中评估了可见闪烁(41、43和45Hz)与不可见闪烁(61、63和65Hz)刺激。在BMI操作前后通过闪烁测试评估视觉疲劳。

结果

较高频率的刺激降低了参与者的主观不适。参与者使用可见和不可见闪烁刺激均成功控制了基于SSVEP的BMI(分别为93.1%和88.0%);闪烁测试显示仅在可见条件下CFF降低(即视觉疲劳)(-5.7%,P<0.001)。

结论

在基于SSVEP的BMI中,使用高于CFF的高频视觉刺激可导致高分类准确率并减少视觉疲劳。

意义

高于CFF的高频闪烁刺激能够诱发SSVEP,可能在基于BMI的辅助产品开发中证明有用。

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