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Recurrence quantification analysis as a tool for nonlinear exploration of nonstationary cardiac signals.

机译:循环定量分析作为非平稳心脏信号非线性探索的工具。

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摘要

The complexity, nonlinearity and nonstationarity of the cardiovascular system typically defy comprehensive and deterministic mathematical modeling, except from a statistical perspective. Living systems are governed by numerous, continuously changing, interacting variables in the presence of noise. Cardiovascular signals can be shown to be discontinuous alternations between deterministic trajectories and stochastic pauses (terminal dynamics). One promising approach for assessing such nondeterministic complexity is recurrence quantification analysis (RQA). As reviewed in this paper, strategies implementing quantification of recurrences have been successful in diagnosing changes in nonstationary cardiac signals not easily detected by traditional methods. It is concluded that recurrence quantification analysis is a powerful discriminatory tool which, when properly applied to cardiac signals, can provide objectivity regarding the degree of determinism characterizing the system, state changes, as well as degrees of complexity and/or randomness.
机译:除了从统计角度来看,心血管系统的复杂性,非线性和非平稳性通常无视全面的确定性数学模型。在存在噪声的情况下,生命系统受到众多不断变化的相互作用变量的控制。心血管信号可以显示为确定性轨迹与随机停顿(终端动态)之间的不连续交替。评估此类不确定性复杂性的一种有前途的方法是递归定量分析(RQA)。如本文所述,实施复发定量的策略已成功诊断了非平稳心脏信号的变化,而传统方法不易检测到这种变化。结论是,循环定量分析是一种强大的判别工具,当正确地应用于心脏信号时,它可以提供关于表征系统的确定性程度,状态变化以及复杂性和/或随机性程度的客观性。

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