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定制化刺激可提高独立二进制 SSVEP-BCI 的性能。

Customized stimulation enhances performance of independent binary SSVEP-BCIs.

机构信息

Department of Computer Architecture and Technology, University of Granada, C/Periodista Daniel Saucedo, 18071 Granada, Spain.

出版信息

Clin Neurophysiol. 2011 Jan;122(1):128-33. doi: 10.1016/j.clinph.2010.05.021. Epub 2010 Jun 22.

Abstract

OBJECTIVE

Brain-computer interfaces based on steady-state visual evoked potentials (SSVEP-BCIs) achieve the highest performance, due to their multiclass nature, in paradigms in which different visual stimuli are shown. Studies of independent binary SSVEP-BCIs have been previously presented in which it was not necessary to gaze at the stimuli at the cost of performance. Despite that, the energy of the SSVEPs is largely affected by the temporal and spatial frequencies of the stimulus, there are no studies in the BCI literature about its combined impact on the final performance of SSVEP-BCIs. The objective of this study is to present an experiment that evaluates the best configuration of the visual stimulus for each subject, thus minimizing the decline in performance of independent binary SSVEP-BCIs.

METHODS

The participants attended and ignored a single structured stimulus configured with a combination of spatial and temporal frequencies at a time. They were instructed to gaze at a central point during the whole experiment. The best combination of spatial and temporal frequencies achieved for each subject, in terms of signal-to-noise ratio (SNR), was subsequently determined.

RESULTS

The SNR showed a significant dependency on the combination of frequencies, in such a way that only a reduced set of these combinations was applicable for obtaining an optimum SNR. The selection of an inappropriate stimulus configuration may cause a degradation of the information transmission rate (ITR) as it does the SNR.

CONCLUSIONS

The appropriate selection of the optimal spatial and temporal frequencies determines the performance of independent binary SSVEP-BCIs. This fact is critical to enhance its low performance; hence, they should be adjusted independently for each subject.

SIGNIFICANCE

Independent binary SSVEP-BCIs can be used in patients who are unable to control their gaze sufficiently. The correct selection of the spatial and temporal frequencies has a considerable benefit on their low ITR that must be taken into account. In order to find the most suitable frequencies, a test similar to the presented in this study should be performed beforehand for each SSVEP-BCI user. This regard is not documented in studies conducted in the BCI literature.

摘要

目的

基于稳态视觉诱发电位(SSVEP-BCI)的脑-机接口由于其多类性质,在需要显示不同视觉刺激的范式中实现了最高的性能。先前已经提出了独立的二进制 SSVEP-BCI 研究,在这些研究中,不必以牺牲性能为代价注视刺激。尽管如此,SSVEPs 的能量在很大程度上受到刺激的时间和空间频率的影响,但在 BCI 文献中没有关于其对 SSVEP-BCI 最终性能的综合影响的研究。本研究的目的是展示一个评估每个受试者最佳视觉刺激配置的实验,从而最大限度地降低独立二进制 SSVEP-BCI 性能下降。

方法

参与者注视并忽略一次配置有空间和时间频率组合的单个结构化刺激。他们被指示在整个实验过程中注视一个中心点。随后确定每个受试者在信噪比(SNR)方面达到的最佳空间和时间频率组合。

结果

SNR 显示出与频率组合的显著依赖性,以至于只有这些组合的一个缩小集适用于获得最佳 SNR。选择不适当的刺激配置可能会导致信息传输率(ITR)下降,就像 SNR 一样。

结论

适当选择最佳的空间和时间频率决定了独立二进制 SSVEP-BCI 的性能。这一事实对于提高其低性能至关重要;因此,应根据每个受试者的情况分别进行调整。

意义

独立的二进制 SSVEP-BCI 可用于无法充分控制注视的患者。正确选择空间和时间频率对其低 ITR 有很大的好处,必须加以考虑。为了找到最合适的频率,应该为每个 SSVEP-BCI 用户事先执行类似于本研究中提出的测试。在 BCI 文献中进行的研究中没有记录这一点。

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