基于锁相值和特征向量中心性的运动图像识别方法

Biraj Shrestha, I. Vlachos, J. Adkinson, L. Iasemidis
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引用次数: 3

摘要

运动想象和运动运动是两种截然不同的任务,具有相似的神经机制。我们试图确定脑电图(EEG)之间的差异,真实和想象的手的运动。采用锁相值(Phase Locking Value, PLV)来估计大脑的连通性,并建立一个基于大脑区域中心性的网络。我们观察到,在运动任务中,额叶/前额叶皮层在θ波段的中心性高于运动想象任务。此外,在任务完成后,在体感关联皮层的μ波段观察到左手和右手任务之间的差异。这些初步结果表明,通过适当的脑电图分析,有可能区分运动意象和运动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Distinguishing Motor Imagery from Motor Movement Using Phase Locking Value and Eigenvector Centrality
Motor imagery and motor movement are two distinct tasks with underlying similar neurological mechanisms. We sought to identify the electroencephalographic (EEG) differences between real and imaginary hand movements. Phase Locking Value (PLV) was employed to estimate brain's connectivity and create a network that was then studied on the basis of brain region centrality. We observed that the frontal/prefrontal cortex exhibits higher centrality in the θ band during motor movement than motor imagery tasks. Additionally, difference between left and right hand tasks was observed in the μ band at the somatosensory association cortex post-tasks' completion. These preliminary results indicate that, by proper EEG analysis, it may be possible to distinguish between motor imagery and motor movement.
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