• Rapid Communication

Central limit behavior of deterministic dynamical systems

Ugur Tirnakli, Christian Beck, and Constantino Tsallis
Phys. Rev. E 75, 040106(R) – Published 30 April 2007

Abstract

We investigate the probability density of rescaled sums of iterates of deterministic dynamical systems, a problem relevant for many complex physical systems consisting of dependent random variables. A central limit theorem (CLT) is valid only if the dynamical system under consideration is sufficiently mixing. For the fully developed logistic map and a cubic map we analytically calculate the leading-order corrections to the CLT if only a finite number of iterates is added and rescaled, and find excellent agreement with numerical experiments. At the critical point of period doubling accumulation, a CLT is not valid anymore due to strong temporal correlations between the iterates. Nevertheless, we provide numerical evidence that in this case the probability density converges to a q-Gaussian, thus leading to a power-law generalization of the CLT. The above behavior is universal and independent of the order of the maximum of the map considered, i.e., relevant for large classes of critical dynamical systems.

  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Received 25 January 2007

DOI:https://doi.org/10.1103/PhysRevE.75.040106

©2007 American Physical Society

Authors & Affiliations

Ugur Tirnakli

  • Department of Physics, Faculty of Science, Ege University, 35100 Izmir, Turkey

Christian Beck

  • School of Mathematical Sciences, Queen Mary, University of London, Mile End Road, London E1 4NS, United Kingdom

Constantino Tsallis

  • Centro Brasileiro de Pesquisas Físicas, R. Dr. Xavier Sigaud 150, 22290-180 Rio de Janeiro, RJ, Brazil

Article Text (Subscription Required)

Click to Expand

References (Subscription Required)

Click to Expand
Issue

Vol. 75, Iss. 4 — April 2007

Reuse & Permissions
Access Options
Author publication services for translation and copyediting assistance advertisement

Authorization Required


×
×

Images

×

Sign up to receive regular email alerts from Physical Review E

Log In

Cancel
×

Search


Article Lookup

Paste a citation or DOI

Enter a citation
×