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Nonlinear estimation of coupling and directionality between signals: Application to uterine EMG propagation

机译:信号之间耦合和方向性的非线性估计:在子宫肌电图传播中的应用

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摘要

Understanding the direction and quantity of information flowing in a complex system is a fundamental task in signal processing. Several measures have been proposed to detect the quantity of synchronization and the directionality between time series and in physiological data. In this paper we use two methods that are widely used in synchronization and directionality analysis: Nonlinear correlation coefficient (h2) and the general synchronization (H). The performances of both methods were tested on four dimensional coupled synthetic nonlinear Rössler models. They were then applied to a single real labor contraction uterine EMG burst with the aim of using them to detect synchronization and to plot the map of direction of information flow between the whole signal channels. The results on synthetic signal show a slight superiority of H over h2. The results obtained on a single contraction are encouraging for the future use of these tools for resolving the open question of the directionality of uterine contractions and may provide a way of finding their source loci.
机译:了解复杂系统中信息流的方向和数量是信号处理的基本任务。已经提出了几种措施来检测时间序列之间以及生理数据之间的同步量和方向性。在本文中,我们使用两种广泛用于同步和方向性分析的方法:非线性相关系数(h 2 )和一般同步(H)。两种方法的性能均在多维耦合合成非线性Rössler模型上进行了测试。然后将它们应用于单个实际的分娩收缩子宫EMG突发,目的是使用它们检测同步并绘制整个信号通道之间信息流的方向图。合成信号的结果表明,H优于h 2 。通过单次收缩获得的结果为将来使用这些工具解决子宫收缩方向性的开放性问题提供了令人鼓舞的信息,并可能提供一种找到其来源位点的方法。

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