Literature DB >> 17500848

Central limit behavior of deterministic dynamical systems.

Ugur Tirnakli1, Christian Beck, Constantino Tsallis.   

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.

Year:  2007        PMID: 17500848     DOI: 10.1103/PhysRevE.75.040106

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


  2 in total

1.  A generalization of the standard map and its statistical characterization.

Authors:  Kivanc Cetin; Ugur Tirnakli; Bruce M Boghosian
Journal:  Sci Rep       Date:  2022-05-20       Impact factor: 4.996

2.  The standard map: From Boltzmann-Gibbs statistics to Tsallis statistics.

Authors:  Ugur Tirnakli; Ernesto P Borges
Journal:  Sci Rep       Date:  2016-03-23       Impact factor: 4.379

  2 in total

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