Literature DB >> 19391714

From Ornstein-Uhlenbeck dynamics to long-memory processes and fractional Brownian motion.

Iddo Eliazar1, Joseph Klafter.   

Abstract

This article establishes a natural physical path leading from "regular" Ornstein-Uhlenbeck dynamics to "anomalous" long-memory processes and, thereafter, to fractional Brownian motion. Considering a system composed of n different parts-each part conducting its own Ornstein-Uhlenbeck dynamics, and all parts being perturbed by a common external Lévy noise-we show that the collective system-dynamics, in the limit n-->infinity , converges to a temporal moving-average of the driving noise. The limiting moving-average process, in turn, can possess a long memory-in which case, when observed over large time scales, further yields fractional Brownian motion. The temporal correlation structure of the limiting moving-average process turns out to be determined by the structural statistical variability of the system's composing parts. Thus, the emergence of a long memory is a consequence of the intrinsic "quenched disorder" present at the system's formation epoch rather than the consequence of the external annealed disorder carried in continuously by the driving noise.

Entities:  

Year:  2009        PMID: 19391714     DOI: 10.1103/PhysRevE.79.021115

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  1 in total

1.  Phase transitions in the first-passage time of scale-invariant correlated processes.

Authors:  Concepción Carretero-Campos; Pedro Bernaola-Galván; Plamen Ch Ivanov; Pedro Carpena
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2012-01-23
  1 in total

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