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Realtime phase-amplitude coupling analysis of micro electrode recorded brain signals

机译:微电极记录脑信号的实时相位振幅耦合分析

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摘要

OBJECTIVE:To demonstrate a method to calculate phase amplitude coupling (PAC) quickly and robustly for realtime applications. METHODS:We designed and implemented a multirate PAC algorithm with efficient filter bank processing and efficient computation of PAC for many frequency-pair combinations. We tested the developed algorithm for computing PAC on simulated data and on intraoperative neural recording data obtained during deep brain stimulation (DBS) electrode implantation surgery. RESULTS:A combination of parallelized frequency-domain filtering and modulation index for PAC estimation provided robust results that could be calculated in real time on modest computing hardware. CONCLUSION:The standard methods for calculating PAC can be optimized for quick and robust performance. SIGNIFICANCE:These results demonstrated that PAC can be extracted in real time and is suitable for neurofeedback applications.
机译:目的:展示一种快速且鲁棒地计算相位振幅耦合(PAC)的方法,用于实时应用。方法:我们设计并实现了一种多型PAC算法,具有高效的滤波器组处理和高效计算PAC的许多频率对组合。我们测试了在深脑刺激(DBS)电极植入手术期间获得的计算PAC的开发算法及获得的术中神经记录数据。结果:PAC估计的并行化频域滤波和调制指数的组合提供了可以在适度计算硬件上实时计算的稳健结果。结论:计算PAC的标准方法可针对快速和稳健的性能进行优化。意义:这些结果表明PAC可以实时提取,适用于神经融合应用。

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