Markov-breaking and the emergence of long memory in Ornstein-Uhlenbeck systems

被引:6
作者
Eliazar, Iddo [1 ]
Klafter, Joseph [2 ]
机构
[1] Holon Inst Technol, Dept Technol Management, IL-58102 Holon, Israel
[2] Tel Aviv Univ, Sackler Fac Exact Sci, Sch Chem, IL-69978 Tel Aviv, Israel
关键词
D O I
10.1088/1751-8113/41/12/122001
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We consider a complex system composed of many non-identical parts where (i) the dynamics of each part are Ornstein-Uhlenbeck; (ii) all parts are driven by a common external Levy noise; and (iii) the system's collective output is the averaged aggregate of the outputs of its parts. Whereas the dynamics on the 'microscopic' parts-level are Markov, the dynamics on the 'macroscopic' system-level are not Markov-and may display a long memory. Moreover, the universal temporal scaling limit of the system's output, in the presence of long memory, is fractional Brownian motion. The model presented is analytically tractable, and gives closed-form quantitative characterizations of both the Markov-breaking phenomenon and the emergence of long memory.
引用
收藏
页数:8
相关论文
共 38 条
[11]  
Coffey W. T., 2004, LANGEVIN EQUATION
[12]  
Cox D., 1984, STATISITCS, P55
[13]  
DOUNKAN P, 2003, THEORY APPL LONG RAN, P53615
[14]   Non-linear shot noise: Levy, Noah, & Joseph [J].
Eliazar, I ;
Klafter, J .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2006, 360 (02) :227-260
[15]   On the nonlinear modeling of shot noise [J].
Eliazar, I ;
Klafter, J .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (39) :13779-13782
[16]   Levy, Ornstein-Uhlenbeck, and subordination: Spectral vs. jump description [J].
Eliazar, I ;
Klafter, J .
JOURNAL OF STATISTICAL PHYSICS, 2005, 119 (1-2) :165-196
[17]   Levy-driven Langevin systems: Targeted stochasticity [J].
Eliazar, I ;
Klafter, J .
JOURNAL OF STATISTICAL PHYSICS, 2003, 111 (3-4) :739-768
[18]  
ELIAZAR I, UNPUB ORNSTEIN UHLEN
[19]   Fractal Levy correlation cascades [J].
Eliazar, Iddo ;
Klafter, Joseph .
JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL, 2007, 40 (16) :F307-F314
[20]   A simple construction of the fractional Brownian motion [J].
Enriquez, N .
STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2004, 109 (02) :203-223