Discrete random walk models for space-time fractional diffusion

被引:239
作者
Gorenflo, R
Mainardi, F
Moretti, D
Pagnini, G
Paradisi, P
机构
[1] Free Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
[2] Univ Bologna, Dipartimento Fis, I-40126 Bologna, Italy
[3] INFN, Sez Bologna, I-40126 Bologna, Italy
[4] CRIBISNET SPA, I-40131 Bologna, Italy
[5] ISAC, Ist Sci Atmosfera Clima, CNR, Sez Bologna, I-40129 Bologna, Italy
[6] Univ Lecce, ISAC, Ist Sci Atmosfera & Clima, I-73100 Lecce, Italy
关键词
random walks; stable probability distributions; anomalous diffusion; fractional derivatives; stochastic processes;
D O I
10.1016/S0301-0104(02)00714-0
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
A physical-mathematical approach to anomalous diffusion may be based on generalized diffusion equations (containing derivatives of fractional order in space or/and time) and related random walk models. By space-time fractional diffusion equation we mean an evolution equation obtained from the standard linear diffusion equation by replacing the second-order space derivative with a Riesz-Feller derivative of order alpha is an element of (0, 2] and skewness theta (\theta\ less than or equal to, min{alpha,2 - alpha}), and the first-order time derivative with a Caputo derivative of order beta is an element of (0,1]. Such evolution equation implies for the flux a fractional Fick's law which accounts for spatial and temporal non-locality. The fundamental solution (for the Cauchy problem) of the fractional diffusion equation can be interpreted as a probability density evolving in time of a peculiar self-similar stochastic process that we view as a generalized diffusion process. By adopting appropriate finite-difference schemes of solution, we generate models of random walk discrete in space and time suitable for simulating random variables whose spatial probability density evolves in time according to this fractional diffusion equation. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:521 / 541
页数:21
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