求解Fokker-Planck扩散方程的有效保正有限差分格式

IF 2.9 2区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS
Chengjie Qi, Zhenpeng Su, Zhiyong Wu, Huinan Zheng, Yuming Wang
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引用次数: 0

摘要

福克-普朗克扩散方程被广泛用于模拟地球辐射带电子的演化,这对星载系统造成了重大危害。为了保持电子相空间密度(PSD)数值解的正性,已经开发了几种精心设计的有限差分、蒙特卡罗、时空插值和有限体积格式。然而,这些方案往往存在实现复杂性高或执行效率低的问题。在这里,我们提出了一种高效,易于实现,并且保持正的有限差分格式,称为半隐式对数线性化(SILL)格式。其基本原理是对自然对数PSD的非线性方程进行线性化。该方案确保了精度和稳定性,即使在大的时间步长下,典型的辐射带电子扩散过程长达数百秒。尽管如此,它对接近消失的相空间密度表现出过度敏感,这需要在处理相邻网格点之间数量级的极大变化时减少时间步长。我们已经公开发布了SILL方案的原型代码,可以为辐射带建模界提供参考。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

An Efficient Positivity-Preserving Finite Difference Scheme for Solving the Fokker-Planck Diffusion Equation

An Efficient Positivity-Preserving Finite Difference Scheme for Solving the Fokker-Planck Diffusion Equation

An Efficient Positivity-Preserving Finite Difference Scheme for Solving the Fokker-Planck Diffusion Equation

The Fokker-Planck diffusion equation is widely used for simulating the evolution of Earth's radiation belt electrons, which pose significant hazards to space-borne systems. To preserve the positivity of the numerical solution of the electron phase space density (PSD), several finely designed finite difference, Monte Carlo, spatiotemporal interpolation, and finite volume schemes have been developed. However, these schemes often suffer from either high implementation complexity or low execution efficiency. Here we propose an efficient, easy-to-implement, and positivity-preserving finite difference scheme, named the Semi-Implicit Logarithmic Linearization (SILL) scheme. The basic principle is to linearize the nonlinear equation of the natural logarithmic PSD. This scheme ensures accuracy and stability, even with large time steps, up to hundreds of seconds for typical radiation belt electron diffusion processes. Nonetheless, it exhibits oversensitivity to near-vanishing phase space densities, which necessitates reduced time steps when handling extremely large variations in orders of magnitude between neighboring grid points. We have publicly released the protype code of the SILL scheme, which could be useful for the radiation belt modeling community.

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来源期刊
Journal of Geophysical Research: Space Physics
Journal of Geophysical Research: Space Physics Earth and Planetary Sciences-Geophysics
CiteScore
5.30
自引率
35.70%
发文量
570
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