Constrained surrogate time series with preservation of the mean and variance structure

被引:48
作者
Keylock, CJ [1 ]
机构
[1] Univ Leeds, Earth & Biosphere Inst, Leeds LS2 9JT, W Yorkshire, England
来源
PHYSICAL REVIEW E | 2006年 / 73卷 / 03期
关键词
D O I
10.1103/PhysRevE.73.036707
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
A method is presented for generating surrogates that are constrained realizations of a time series but which preserve the local mean and variance of the original signal. The method is based on the popular iterated amplitude adjusted Fourier transform method but makes use of a wavelet transform to constrain behavior in the time domain. Using this method it is possible to test for local changes in the nonlinear properties of the signal. We present an example for a change in Hurst exponent in a time series produced by fractional Brownian motion.
引用
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页码:1 / 4
页数:4
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