In the folds of the central limit theorem: Lévy walks, large deviations and higher-order anomalous diffusion

Author:

Giona Massimiliano,Cairoli Andrea,Klages RainerORCID

Abstract

Abstract This article considers the statistical properties of Lévy walks possessing a regular long-term linear scaling of the mean square displacement with time, for which the conditions of the classical central limit theorem apply. Notwithstanding this property, their higher-order moments display anomalous scaling properties, whenever the statistics of the transition times possesses power-law tails. This phenomenon is perfectly consistent with the classical central limit theorem, as it involves the convergence properties towards the normal distribution. This phenomenon is closely related to the property that the higher order moments of normalized sums of N independent random variables possessing finite variance may deviate, for N tending to infinity, to those of the normal distribution. The thermodynamic implications of these results are thoroughly analyzed by motivating the concept of higher-order anomalous diffusion.

Publisher

IOP Publishing

Subject

General Physics and Astronomy,Mathematical Physics,Modeling and Simulation,Statistics and Probability,Statistical and Nonlinear Physics

Reference48 articles.

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