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Numerical solution of the space fractional Fokker–Planck equation

机译:空间分数Fokker-Planck方程的数值解

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摘要

The traditional second-order Fokker–Planck equation may not adequately describe the movement of solute in an aquifer because of large deviation from the dynamics of Brownian motion. Densities of α-stable type have been used to describe the probability distribution of these motions. The resulting governing equation of these motions is similar to the traditional Fokker–Planck equation except that the order of the highest derivative is fractional. In this paper, a space fractional Fokker–Planck equation (SFFPE) with instantaneous source is considered. A numerical scheme for solving SFFPE is presented. Using the Riemann–Liouville and Grünwald–Letnikov definitions of fractional derivatives, the SFFPE is transformed into a system of ordinary differential equations (ODE). Then the ODE system is solved by a method of lines. Numerical results for SFFPE with a constant diffusion coefficient are evaluated for comparison with the known analytical solution. The numerical approximation of SFFPE with a time-dependent diffusion coefficient is also used to simulate Levy motion with α-stable densities. We will show that the numerical method of SFFPE is able to more accurately model these heavy-tailed motions.
机译:传统的二阶Fokker-Planck方程可能无法充分描述溶质在含水层中的运动,因为它与布朗运动的动力学有很大的偏差。 α稳定类型的密度已用于描述这些运动的概率分布。这些运动的最终控制方程与传统的Fokker-Planck方程相似,只是最高导数的阶为分数阶。在本文中,考虑了具有瞬时源的空间分数Fokker-Planck方程(SFFPE)。提出了求解SFFPE的数值方案。使用分数阶导数的黎曼-利维尔和格伦瓦尔德-莱特尼科夫定义,将SFFPE转换为常微分方程组(ODE)。然后通过线法求解ODE系统。评估具有恒定扩散系数的SFFPE的数值结果,以便与已知的分析解决方案进行比较。具有随时间变化的扩散系数的SFFPE的数值近似也用于模拟具有α稳定密度的Levy运动。我们将展示SFFPE的数值方法能够更准确地对这些重尾运动进行建模。

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