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多尺度概率密度函数分析:健康人类心率的非高斯和尺度不变波动

Multiscale probability density function analysis: non-Gaussian and scale-invariant fluctuations of healthy human heart rate.

作者信息

Kiyono Ken, Struzik Zbigniew R, Aoyagi Naoko, Yamamoto Yoshiharu

机构信息

Educational Physiology Laboratory, Graduate School of Education, The University of Tokyo, Japan.

出版信息

IEEE Trans Biomed Eng. 2006 Jan;53(1):95-102. doi: 10.1109/TBME.2005.859804.

Abstract

For a detailed characterization of intermittency and non-Gaussianity of human heart rate, we introduce an analysis method to investigate the deformation process of the probability density function (PDF) of detrended increments when going from fine to coarse scales. To characterize the scale dependence of the multiscale PDF, we use two methods: 1) calculation of Kullback-Leibler relative entropy; 2) parameter estimation based on Castaing's equation (B. Castaing et al, 1990). We compare scale-dependence of the increment PDFs between actual heart rate fluctuations and artificially generated Gaussian and non-Gaussian noise, including a widely used autoregressive model and a recently proposed multifractal model based on a random cascade process. Our analysis highlights an essential difference between heart rate fluctuations and those generated by other models. The outstanding feature of human heart rate is the robust scale-invariance of the non-Gaussian PDF, which is preserved not only in a quiescent condition, but also in a dynamic state during waking hours, in which the mean level of heart rate is dramatically changing. Our results strongly suggest the need for revising existing models of heart rate variability to incorporate the scale-invariance in the PDF.

摘要

为了详细表征人体心率的间歇性和非高斯性,我们引入一种分析方法,以研究去趋势增量的概率密度函数(PDF)从精细尺度到粗尺度变化时的变形过程。为了表征多尺度PDF的尺度依赖性,我们使用两种方法:1)计算库尔贝克-莱布勒相对熵;2)基于卡斯坦方程(B.卡斯坦等人,1990年)进行参数估计。我们比较了实际心率波动与人工生成的高斯和非高斯噪声(包括广泛使用的自回归模型和最近提出的基于随机级联过程的多重分形模型)之间增量PDF的尺度依赖性。我们的分析突出了心率波动与其他模型产生的波动之间的本质区别。人体心率的突出特征是其非高斯PDF具有强大的尺度不变性,这不仅在静止状态下得以保留,而且在清醒时心率平均水平急剧变化的动态状态下也得以保留。我们的结果强烈表明,需要修订现有的心率变异性模型,以纳入PDF中的尺度不变性。

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