Fokker-Planck equations for stochastic dynamical systems with symmetric Levy motions

被引:45
作者
Gao, Ting [1 ]
Duan, Jinqiao [1 ]
Li, Xiaofan [1 ]
机构
[1] IIT, Dept Appl Math, Chicago, IL 60616 USA
基金
美国国家科学基金会;
关键词
Non-Gaussian noise; alpha-stable symmetric Levy motion; Fractional Laplacian operator; Fokker-Planck equation; Maximum principle; Toeplitz matrix; FINITE-DIFFERENCE APPROXIMATIONS; EFFICIENT IMPLEMENTATION; DIFFUSION; DRIVEN; TIME;
D O I
10.1016/j.amc.2016.01.010
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The Fokker-Planck equations for stochastic dynamical systems, with non-Gaussian alpha-stable symmetric Levy motions, have a nonlocal or fractional Laplacian term. This nonlocality is the manifestation of the effect of non-Gaussian fluctuations. Taking advantage of the Toeplitz matrix structure of the time-space discretization, a fast and accurate numerical algorithm is proposed to simulate the nonlocal Fokker-Planck equations on either a bounded or infinite domain. Under a specified condition, the scheme is shown to satisfy a discrete maximum principle and to be convergent. It is validated against a known exact solution and the numerical solutions obtained by using other methods. The numerical results for two prototypical stochastic systems, the Ornstein-Uhlenbeck system and the double-well system are shown. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:1 / 20
页数:20
相关论文
共 52 条
[1]   Invariant measures and symmetry property of Levy type operators [J].
Albeverio, S ;
Rüdiger, B ;
Wu, JL .
POTENTIAL ANALYSIS, 2000, 13 (02) :147-168
[2]  
Albeverio S, 2001, LEVY PROCESSES: THEORY AND APPLICATIONS, P187
[3]  
Alibaud N., 2013, ARXIV13071218
[4]   CONTINUOUS DEPENDENCE ESTIMATES FOR NONLINEAR FRACTIONAL CONVECTION-DIFFUSION EQUATIONS [J].
Alibaud, Nathael ;
Cifani, Simone ;
Jakobsen, Espen R. .
SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 2012, 44 (02) :603-632
[5]  
[Anonymous], 2009, STOCHASTIC METHODS
[6]  
[Anonymous], 2012, MATRIX COMPUTATIONS
[7]  
[Anonymous], 2013, Cambridge Studies in Advanced Mathematics
[8]  
[Anonymous], 2009, Levy processes and stochastic calculus
[9]   Systems of equations driven by stable processes [J].
Bass, RF ;
Chen, ZQ .
PROBABILITY THEORY AND RELATED FIELDS, 2006, 134 (02) :175-214
[10]  
Bergstrom H., 1952, Arkiv f or Matematik, V2, P375, DOI DOI 10.1007/BF02591503