Establishing the relation between detrended fluctuation analysis and power spectral density analysis for stochastic processes

被引:201
作者
Heneghan, C [1 ]
McDarby, G
机构
[1] Univ Coll Dublin, Digital Signal Proc Res Grp, Dublin 4, Ireland
[2] Univ New S Wales, Biomed Syst Lab Grp, Sydney, NSW, Australia
来源
PHYSICAL REVIEW E | 2000年 / 62卷 / 05期
关键词
D O I
10.1103/PhysRevE.62.6103
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Stochastic fractal signals can be characterized by the Hurst coefficient H, which is related to the exponents of various power-law statistics characteristic of these processes. Two techniques widely used to estimate H are spectral analysis and detrended fluctuation analysis (DFA). This paper examines the analytical link between these two measures and shows that they an related through an integral transform. Numerical simulations confirm this relationship for ideal synthesized fractal signals. Their performance as estimators of H is compared based on a mean square error criterion and found to be similar. DFA measures are derived for physiological signals of heartbeat R-R intervals through the integral transform of a spectral density estimate. These agree with directly calculated DFA estimates, indicating that the relationship holds for signals with nonideal fractal properties. It is concluded that DFA and spectral measures provide equivalent characterizations of stochastic signals with long-term correlation.
引用
收藏
页码:6103 / 6110
页数:8
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