Detrended cross-correlation analysis for non-stationary time series with periodic trends

被引:354
作者
Horvatic, D. [1 ]
Stanley, H. E. [2 ,3 ]
Podobnik, B. [2 ,3 ,4 ,5 ]
机构
[1] Univ Zagreb, Dept Phys, Fac Nat Sci, Zagreb 10000, Croatia
[2] Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
[3] Boston Univ, Dept Phys, Boston, MA 02215 USA
[4] Univ Rijeka, Dept Phys, Fac Civil Engn, Rijeka 51000, Croatia
[5] Zagreb Sch Econ & Management, Zagreb 10000, Croatia
关键词
EMPIRICAL MODE DECOMPOSITION; FLUCTUATION ANALYSIS; VARIABILITY; VOLATILITY; DYNAMICS; HEALTHY; STOCK;
D O I
10.1209/0295-5075/94/18007
中图分类号
O4 [物理学];
学科分类号
070305 [高分子化学与物理];
摘要
Noisy signals in many real-world systems display long-range autocorrelations and long-range cross-correlations. Due to periodic trends, these correlations are difficult to quantify. We demonstrate that one can accurately quantify power-law cross-correlations between different simultaneously recorded time series in the presence of highly non-stationary sinusoidal and polynomial overlying trends by using the new technique of detrended cross-correlation analysis with varying order l of the polynomial. To demonstrate the utility of this new method-which we call DCCA-l(n), where n denotes the scale-we apply it to meteorological data. Copyright (C) EPLA, 2011
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页数:6
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