首页> 外文期刊>Medical and Biological Engineering and Computing: Journal of the International Federation for Medical and Biological Engineering >Optimized stimulus presentation patterns for an event-related potential EEG-based brain-computer interface.
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Optimized stimulus presentation patterns for an event-related potential EEG-based brain-computer interface.

机译:针对与事件相关的潜在的基于EEG的脑机接口的优化刺激表示模式。

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P300 brain-computer interface (BCI) systems typically use a row/column (RC) approach. This article presents a P300 BCI based on a 12 x 7 matrix and new paradigmatic approaches to flashing characters designed to decrease the number of flashes needed to identify a target character. Using an RC presentation, a 12 x 7 matrix requires 19 flashes to present all items twice (12 columns and seven rows) per trial. A 12 x 7 matrix contains 84 elements (characters). To identify a target character in 12 x 7 matrix using the RC pattern, 19 flashes (sub-trials) are necessary. In each flash, the selected characters (one column or one row in the RC pattern) are flashing. We present four new paradigms and compare the performance to the RC paradigm. These paradigms present quasi-random groups of characters using 9, 12, 14 and 16 flashes per trial to identify a target character. The 12-, 14- and 16-flash patterns were optimized so that the same character never flashed twice in succession. We assessed the practical bit rate and classification accuracy of the 9-, 12-, 14-, 16- and RC (19-flash) pattern conditions in an online experiment and with offline simulations. The results indicate that 16-flash pattern is better than other patterns and performance of an online P300 BCI can be significantly improved by selecting the best presentation paradigm for each subject.
机译:P300脑机接口(BCI)系统通常使用行/列(RC)方法。本文介绍了一种基于12 x 7矩阵的P300 BCI和新的范式闪烁字符设计方法,旨在减少识别目标字符所需的闪烁次数。使用RC演示文稿,一个12 x 7的矩阵需要闪烁19次,以使每个项目两次展示所有项目(12列和7行)。 12 x 7矩阵包含84个元素(字符)。为了使用RC模式识别12 x 7矩阵中的目标字符,需要进行19次闪烁(子试验)。在每次闪烁中,选定的字符(RC模式中的一列或一行)正在闪烁。我们提出了四个新范例,并将性能与RC范例进行了比较。这些范例在每次试验中使用9、12、14和16次闪烁来表示字符的准随机组,以识别目标字符。优化了12、14和16闪光模式,以使同一角色永远不会连续闪烁两次。我们在在线实验和离线仿真中评估了9、12、14、16和RC(19闪光)模式条件的实际比特率和分类精度。结果表明16闪光模式比其他模式更好,并且可以通过为每个主题选择最佳演示范例来显着提高在线P300 BCI的性能。

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