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EEG Based Zero-phase Phase-locking Value (PLV) and Effects of Spatial Filtering During Actual Movement

机译:基于EEG的零相位锁相值(PLV)和实际运动过程中的空间滤波效应

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摘要

Phase-locking value (PLV) is a well-known feature in sensorimotor rhythm (SMR) based BCI. Zero-phase PLV has not been explored because it is generally regarded as the result of volume conduction. Because spatial filters are often used to enhance the amplitude (square root of band power (BP)) feature and attenuate volume conduction, they are frequently applied as pre-processing methods when computing PLV. However, the effects of spatial filtering on PLV are ambiguous. Therefore, this article aims to explore whether zero-phase PLV is meaningful and how this is influenced by spatial filtering. Based on archival EEG data of left and right hand movement tasks for 32 subjects, we compared BP and PLV feature using data with and without pre-processing by a large Laplacian. Results showed that using ear-referenced data, zero-phase PLV provided unique information independent of BP for task prediction which was not explained by volume conduction and was significantly decreased when a large Laplacian was applied. In other words, the large Laplacian eliminated the useful information in zero-phase PLV for task prediction suggesting that it contains effects of both amplitude and phase. Therefore, zero-phase PLV may have functional significance beyond volume conduction. The interpretation of spatial filtering may be complicated by effects of phase.
机译:锁相值(PLV)是基于感觉运动节律(SMR)的BCI中的一项众所周知的功能。由于零相PLV通常被认为是体积传导的结果,因此尚未进行研究。由于空间滤波器通常用于增强幅度(带功率(BP)的平方根)特征并衰减体积传导,因此在计算PLV时经常将它们用作预处理方法。但是,空间滤波对PLV的影响尚不明确。因此,本文旨在探讨零相位PLV是否有意义以及空间滤波如何影响零相位PLV。基于32位受试者左右手动作任务的档案EEG数据,我们比较了使用大型Laplacian预处理和不进行预处理的数据的BP和PLV功能。结果表明,使用耳参考数据,零相位PLV提供了与BP无关的独特信息来进行任务预测,这无法通过体积传导来解释,并且在应用大型Laplacian时会显着降低。换句话说,大的拉普拉斯算子消除了零相位PLV中用于任务预测的有用信息,这表明它包含幅度和相位的影响。因此,零相PLV可能具有体积传导以外的功能意义。空间滤波的解释可能会因相位的影响而变得复杂。

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