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Spectral analysis and multigrid preconditioners for two-dimensional space-fractional diffusion equations

机译:二维空间 - 分数阶扩散方程的谱分析和多重网格预处理器

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摘要

Fractional diffusion equations (FDEs) are a mathematical tool used for describing some special diffusion phenomena arising in many different applications like porous media and computational finance. In this paper, we focus on a two-dimensional space-FDE problem discretized by means of a second order finite difference scheme obtained as combination of the Crankâ\u80\u93Nicolson scheme and the so-called weighted and shifted Grünwald formula. By fully exploiting the Toeplitz-like structure of the resulting linear system, we provide a detailed spectral analysis of the coefficient matrix at each time step, both in the case of constant and variable diffusion coefficients. Such a spectral analysis has a very crucial role, since it can be used for designing fast and robust iterative solvers. In particular, we employ the obtained spectral information to define a Galerkin multigrid method based on the classical linear interpolation as grid transfer operator and damped-Jacobi as smoother, and to prove the linear convergence rate of the corresponding two-grid method. The theoretical analysis suggests that the proposed grid transfer operator is strong enough for working also with the V-cycle method and the geometric multigrid. On this basis, we introduce two computationally favourable variants of the proposed multigrid method and we use them as preconditioners for Krylov methods. Several numerical results confirm that the resulting preconditioning strategies still keep a linear convergence rate.
机译:分数扩散方程(FDEs)是一种数学工具,用于描述在许多不同应用(例如多孔介质和计算财务)中出现的某些特殊扩散现象。在本文中,我们专注于通过二阶有限差分方案离散化的二维空间FDE问题,该方案是Crankâ€u80 \ u93Nicolson方案与所谓的加权平移Grünwald公式的组合而获得的。通过充分利用所得线性系统的Toeplitz样结构,我们提供了在恒定和可变扩散系数情况下每个时间步长的系数矩阵的详细频谱分析。这样的频谱分析具有非常关键的作用,因为它可用于设计快速,强大的迭代求解器。特别地,我们利用获得的频谱信息来定义基于经典线性插值作为网格转移算子和阻尼雅各比作为平滑器的Galerkin多网格方法,并证明相应的两网格方法的线性收敛速度。理论分析表明,提出的网格转移算子足够强大,可以同时使用V循环方法和几何多重网格。在此基础上,我们介绍了所建议的多重网格方法的两个计算上有利的变体,并将它们用作Krylov方法的前提。几个数值结果证实,所得的预处理策略仍保持线性收敛速度。

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