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基于诱发相关电位的脑机接口中不同颜色视觉刺激及Oddball范式布局的研究

Investigation of Visual Stimulus With Various Colors and the Layout for the Oddball Paradigm in Evoked Related Potential-Based Brain-Computer Interface.

作者信息

Guo Miaoji, Jin Jing, Jiao Yong, Wang Xingyu, Cichockia Andrzej

机构信息

Key Laboratory of Advanced Control and Optimization for Chemical Processes, Ministry of Education, East China University of Science and Technology, Shanghai, China.

Skolkowo Institute of Science and Technology (SKOLTECH), Moscow, Russia.

出版信息

Front Comput Neurosci. 2019 Apr 26;13:24. doi: 10.3389/fncom.2019.00024. eCollection 2019.

Abstract

Stimulus visual patterns, such as size, content, color, luminosity, and interval, play key roles for brain-computer interface (BCI) performance. However, the three primary colors to be intercompared as a single variable or factor on the same platform are poorly studied. In this work, we configured the visual stimulus patterns with red, green, and blue operating on a newly designed layout of the flash pattern of BCI to study the waveforms and performance of the evoked related potential (ERP). Twelve subjects participated in our experiment, and each subject was required to finish three different color sub-experiments. Four blocks of the interface were presented along the edge of the screen, and the other four were assembled in the center, aiming to investigate the problem of adjacency distraction. Repeated-measures ANOVA and Bonferroni correction were applied for statistical analysis. The averaged online accuracy was 98.44% for the red paradigm, higher than 92.71% for the green paradigm, and 93.23% for the blue paradigm. Furthermore, significant differences in online accuracy ( < 0.05) and information transfer rate ( < 0.05) were found between the red and green paradigms. The red stimulus paradigm yielded the best performance. The proposed design of ERP-based BCI was practical and effective for many potential applications.

摘要

刺激视觉模式,如大小、内容、颜色、亮度和间隔,对脑机接口(BCI)性能起着关键作用。然而,作为同一平台上的单一变量或因素进行相互比较的三原色却鲜有研究。在这项工作中,我们在新设计的BCI闪光模式布局上配置了红色、绿色和蓝色的视觉刺激模式,以研究诱发相关电位(ERP)的波形和性能。12名受试者参与了我们的实验,每位受试者都被要求完成三个不同颜色的子实验。界面的四个方块沿着屏幕边缘呈现,另外四个在中心组合,旨在研究邻接干扰问题。采用重复测量方差分析和Bonferroni校正进行统计分析。红色范式的平均在线准确率为98.44%,高于绿色范式的92.71%和蓝色范式的93.23%。此外,红色和绿色范式之间在在线准确率(<0.05)和信息传输率(<0.05)方面存在显著差异。红色刺激范式表现最佳。所提出的基于ERP的BCI设计对于许多潜在应用来说是切实可行且有效的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a886/6499038/83b7972eb810/fncom-13-00024-g0001.jpg

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