In the folds of the Central Limit Theorem: Lévy walks, large deviations and higher-order anomalous diffusion
arXiv:2207.11026 · doi:10.1088/1751-8121/aca3e0
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. It is closely related to the property that the higher order moments of normalized sums of independent random variables possessing finite variance may deviate, for 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.
arXiv comment25 pages, 9 figures
References in corpus (19)
- Lévy walks
- On the strong anomalous diffusion
- Non-normalizable densities in strong anomalous diffusion: beyond the central limit theorem
- The Single Big Jump Principle in Physical Modelling
- Simple stochastic models showing strong anomalous diffusion
- Infinite densities for Lévy walks
- Occurrence of normal and anomalous diffusion in polygonal billiard channels
- Anomalous transport: a deterministic approach
- Emergence of Lévy Walks in Systems of Interacting Individuals
- Single integro-differential wave equation for Lévy walk
- Stochastic foundations of undulatory transport phenomena: Generalized Poisson-Kac processes - Part I Basic theory
- Generalized Central Limit Theorem and Renormalization Group
- Displacement Autocorrelation Functions for Strong Anomalous Diffusion: A Scaling Form, Universal Behavior, and Corrections to Scaling
- A Fractional Diffusion Equation for an n-Dimensional Correlated Levy Walk
- Dispersion of particles in an infinite-horizon Lorentz gas
- Extended Poisson-Kac theory: A unifying framework for stochastic processes with finite propagation velocity
- Strong anomalous diffusion in two-state process with Lévy walk and Brownian motion
- Universality in the Onset of Super-Diffusion in Lévy Walks
- Limit theorems for Lévy walks in dimensions: rare and bulk fluctuations