Analysis of clusters formed by the moving average of a long-range correlated time series

被引:143
作者
Carbone, A
Castelli, G
Stanley, HE
机构
[1] Politecn Torino, Dipartimento Fis, I-10129 Turin, Italy
[2] Politecn Torino, INFM, I-10129 Turin, Italy
[3] Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
[4] Boston Univ, Dept Phys, Boston, MA 02215 USA
来源
PHYSICAL REVIEW E | 2004年 / 69卷 / 02期
关键词
D O I
10.1103/PhysRevE.69.026105
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
We analyze the stochastic function C-n(i)equivalent toy(i)-y(n)(i), where y(i) is a long-range correlated time series of length N-max and y(n)(i)equivalent to(1/n)Sigma(k=0)(n-1)y(i-k) is the moving average with window n. We argue that C-n(i) generates a stationary sequence of self-affine clusters C with length l, lifetime tau, and area s. The length and the area are related to the lifetime by the relationships lsimilar totau(psi)l and ssimilar totau(s)(psi), where psil=1 and psi(s)=1+H. We also find that l, tau, and s are power law distributed with exponents depending on H: P(l)similar tol(-alpha), P(tau)similar totau(-beta), and P(s)similar tos(-gamma), with alpha=beta=2-H and gamma=2/(1+H). These predictions are tested by extensive simulations on series generated by the midpoint displacement algorithm of assigned Hurst exponent H (ranging from 0.05 to 0.95) of length up to N-max=2(21) and n up to 2(13).
引用
收藏
页码:026105 / 1
页数:4
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