Minimizing the effect of trends on detrended fluctuation analysis of long-range correlated noise

被引:35
作者
Nagarajan, R
Kavasseri, RG
机构
[1] Univ Arkansas Med Sci, Ctr Aging, Little Rock, AR 72205 USA
[2] N Dakota State Univ, Dept Elect & Comp Engn, Fargo, ND USA
关键词
detrended fluctuation analysis; trends; embedding; singular-value decomposition;
D O I
10.1016/j.physa.2005.01.041
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Detrended fluctuation analysis (DFA) has been proposed as a robust technique to determine possible long-range correlations in power-law processes (Phys. Rev. E 49 (1994) 1685-1989). However, recent studies have reported the susceptibility of DFA to trends [(Phys. Rev. E 64 (2001) 011114-011133)] which give rise to spurious crossovers and prevent reliable estimation of the scaling exponents. Inspired by these reports, we propose a technique based on singular-value decomposition (SVD) of the trajectory matrix to minimize the effect of linear, power-law, periodic and also quasi-periodic trends superimposed on long-range correlated power-law noise. The effectiveness of the technique is demonstrated on publicly available data sets [(Phys. Rev. E 64 (2001) 011114-011133)]. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:182 / 198
页数:17
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