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Computation of Nonlinear Parameters of Heart Rhythm Using Short Time ECG Segments

机译:使用短时心电图分段计算心律的非线性参数

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摘要

We propose the method to compute the nonlinear parameters of heart rhythm (correlation dimension D 2 and correlation entropy K 2) using 5-minute ECG recordings preferred for screening of population. Conversion of RR intervals' time series into continuous function x(t) allows getting the new time series with different sampling rate dt. It has been shown that for all dt (250, 200, 125, and 100 ms) the cross-plots of D 2 and K 2 against embedding dimension m for phase-space reconstruction start to level off at m = 9. The sample size N at different sampling rates varied from 1200 at dt = 250 ms to 3000 at dt = 100 ms. Along with, the D 2 and K 2 means were not statistically different; that is, the sampling rate did not influence the results. We tested the feasibility of the method in two models: nonlinear heart rhythm dynamics in different states of autonomous nervous system and age-related characteristics of nonlinear parameters. According to the acquired data, the heart rhythm is more complex in childhood and adolescence with more influential parasympathetic influence against the background of elevated activity of sympathetic autonomous nervous system.
机译:我们提出了一种方法,该方法使用优选用于筛选人群的5分钟ECG记录来计算心律的非线性参数(相关维D 2和相关熵K 2)。将RR间隔的时间序列转换为连续函数x(t),可以得到具有不同采样率dt的新时间序列。已经证明,对于所有dt(250、200、125和100μms),D 2和K 2相对于用于相空间重构的嵌入尺寸m的交叉图在m = 9时趋于平稳。样本大小N在不同采样率下的变化范围从dt = 250µms时的1200到dt = 100µms时的3000。同时,D 2和K 2的均值在统计学上没有差异;也就是说,采样率不影响结果。我们在两个模型中测试了该方法的可行性:自主神经系统不同状态下的非线性心律动力学以及非线性参数与年龄相关的特征。根据获得的数据,在有交感的自主神经系统活动增加的背景下,童年和青春期的心律更为复杂,对副交感神经的影响更大。

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