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Methodological Approaches for the Fokker-Planck Equation Associated to Nonlinear Stochastic Differential Systems with Uncertain Parameters

机译:具有不确定参数的非线性随机微分系统的Fokker-Planck方程的方法学方法

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摘要

This paper is an extension of work originally presented at the World Conference on Complex Systems. In this paper, methodological approaches and numerical procedures are elaborated for nonlinear stochastic differential equations with uncertain parameters. The associated Fokker-Planck equation is used to get the distribution function. Mathematical developments based on the meshfree method with radial basis functions and on exponential closure combined with Monte Carlo and conditional expectation methods are elaborated for numerical solutions. The obtained approximate solutions compare well with available solutions and the effectiveness and accuracy of the proposed methods are demonstrated.
机译:本文是最初在复杂系统世界会议上提出的工作的扩展。本文阐述了不确定参数的非线性随机微分方程的方法学方法和数值程序。相关的Fokker-Planck方程用于获取分布函数。阐述了基于带有径向基函数的无网格方法和基于蒙特卡洛的指数封闭和条件期望方法的数学发展,以进行数值解。所获得的近似解与可用解很好地比较,并且证明了所提出方法的有效性和准确性。

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