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Coherent Activity in Bilateral Parieto-Occipital Cortices during P300-BCI Operation

机译:P300-BCI手术中双侧顶枕皮层的相干活动

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摘要

The visual P300 brain–computer interface (BCI), a popular system for electroencephalography (EEG)-based BCI, uses the P300 event-related potential to select an icon arranged in a flicker matrix. In earlier studies, we used green/blue (GB) luminance and chromatic changes in the P300-BCI system and reported that this luminance and chromatic flicker matrix was associated with better performance and greater subject comfort compared with the conventional white/gray (WG) luminance flicker matrix. To highlight areas involved in improved P300-BCI performance, we used simultaneous EEG–fMRI recordings and showed enhanced activities in bilateral and right lateralized parieto-occipital areas. Here, to capture coherent activities of the areas during P300-BCI, we collected whole-head 306-channel magnetoencephalography data. When comparing functional connectivity between the right and left parieto-occipital channels, significantly greater functional connectivity in the alpha band was observed under the GB flicker matrix condition than under the WG flicker matrix condition. Current sources were estimated with a narrow-band adaptive spatial filter, and mean imaginary coherence was computed in the alpha band. Significantly greater coherence was observed in the right posterior parietal cortex under the GB than under the WG condition. Re-analysis of previous EEG-based P300-BCI data showed significant correlations between the power of the coherence of the bilateral parieto-occipital cortices and their performance accuracy. These results suggest that coherent activity in the bilateral parieto-occipital cortices plays a significant role in effectively driving the P300-BCI.
机译:可视P300脑机接口(BCI)是基于脑电图(EEG)的BCI的流行系统,它使用P300事件相关电位来选择以闪烁矩阵形式排列的图标。在较早的研究中,我们在P300-BCI系统中使用了绿色/蓝色(GB)亮度和色度变化,并报告说,与传统的白色/灰色(WG)相比,这种亮度和色度闪烁矩阵具有更好的性能和更大的主体舒适度亮度闪烁矩阵。为了突出涉及P300-BCI性能改善的区域,我们使用了同时进行的EEG-fMRI记录,并显示了双侧和右侧侧顶枕区的活动增强。在这里,为了捕获P300-BCI期间各区域的连贯活动,我们收集了全头306通道磁脑电图数据。当比较左右顶枕通道之间的功能连接性时,在GB闪烁矩阵条件下观察到的α波段中的功能连通性比在WG闪烁矩阵条件下观察到的要大得多。用窄带自适应空间滤波器估计电流源,并在alpha频带中计算平均虚相干。与在WG条件下相比,在GB条件下观察到右后顶叶皮层的连贯性明显更高。对先前基于EEG的P300-BCI数据的重新分析显示,双侧顶枕皮层相干性与其表现准确性之间存在显着相关性。这些结果表明,双侧顶枕皮层的相干活动在有效驱动P300-BCI中起着重要作用。

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