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Multifractal estimators of short-time autonomic control of the heart rate

机译:短时自主控制心率的多重分形估计量

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Understanding of real world phenomena needs to incorporate the fact that observations on different scales each carry essential information. Multifractal formalism is tested if it can work as a robust estimator of monofractal properties when scaling interval is consistent with low-frequency (LF) band of power spectral analysis used in estimates of heart rate variability. Tests with fractional Brownian motions are performed to validate two popular multifractal methods: Wavelet Transform Modulus Maxima (WTMM) and Multifractal Detrended Fluctuation Analysis. Only WTMM method passes the tests when scaling is limited to LF band. Then WTMM method is applied in analysis of short-time control processes driving the heart rate. The significant difference is found between multifractal spectra describing healthy hearts and hearts suffering from left ventricle systolic dysfunction.
机译:对现实世界现象的理解需要结合这样一个事实,即不同尺度的观测都具有基本信息。如果缩放间隔与心率变异性估计中使用的功率谱分析的低频(LF)频带一致,则可以测试多重分形形式主义是否可以作为单分形特性的鲁棒估计器。执行分数布朗运动测试以验证两种流行的多重分形方法:小波变换模量极大值(WTMM)和多重分形去趋势波动分析。当缩放比例限制为LF频段时,只有WTMM方法可以通过测试。然后将WTMM方法应用于驱动心率的短时控制过程分析。在描述健康心脏的多形光谱与患有左心室收缩功能障碍的心脏之间发现了显着差异。

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