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Numerical analysis and applications of Fokker-Planck equations for stochastic dynamical systems with multiplicative α-stable noises

机译:具有乘法α稳定噪声的随机动力系统FOKKER-PLANCK方程的数值分析与应用

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摘要

In this paper, we study the nonlocal Fokker-Planck equations (FPEs) associated with Levy driven scalar stochastic dynamical systems. We first derive the Fokker-Planck equation for the case of multiplicative symmetric α-stable noises, by the adjoint operator method. Then we construct a finite difference scheme to simulate the nonlocal FPE on either bounded or infinite domain. It is shown that the semi-discrete scheme satisfies the discrete maximum principle and converges. Some experiments are conducted to validate the numerical method. Finally, we extend the results to the asymmetric case and present an application to the nonlinear filtering problem.
机译:在本文中,我们研究了与征收驱动的标量随机动力系统相关的非本体Fokker-Planck方程(FPE)。我们首先通过伴随操作员方法派生乘法对称α稳定噪声的Fokker-Planck方程。然后,我们构建一个有限差分方案来模拟有限或无限域上的非识别FPE。结果表明,半离散方案满足离散的最大原理和收敛。进行一些实验以验证数值方法。最后,我们将结果扩展到非对称情况并呈现给非线性滤波问题的应用。

著录项

  • 来源
    《Applied Mathematical Modelling》 |2020年第11期|711-730|共20页
  • 作者单位

    School of Mathematics South China University of Technology Guangzhou 510641 China;

    School of Mathematics and Statistics Henan University Kaifeng 475001 China;

    Center for Mathematical Sciences & School of Mathematics and Statistics Huazhong University of Sciences and Technology Wuhan 430074 China;

    Department of Applied Mathematics Illinois Institute of Technology Chicago IL 60616 USA;

    School of Mathematics and Statistics Henan University Kaifeng 475001 China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Finite difference scheme; α-Stable process; Nonlocal Fokker-Planck equation; Zakai equation;

    机译:有限差分方案;α-稳定的过程;非本球Fokker-Planck方程式;扎凯方程式;

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