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Uniform Convergence of V-cycle Multigrid Algorithms for Two-Dimensional Fractional Feynman-Kac Equation

机译:二维分数阶Feynman-Kac方程的V循环多重网格算法的一致收敛性

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When solving large linear systems stemming from the approximation of elliptic partial differential equations (PDEs), it is known that the V-cycle multigrid method (MGM) can significantly lower the computational cost. Many convergence estimates already exist for the V-cycle MGM: for example, using the regularity or approximation assumptions of the elliptic PDEs, the results are obtained in Bank and Douglas (SIAM J Numer Anal 22:617-633, 1985), Bramble and Pasciak (Math Comp 49:311-329, 1987); in the case of multilevel matrix algebras (like circulant, tau, Hartely) (Aric et al. in SIAM J Matrix Anal Appl 26:186-214, 2004; Aric and Donatelli in Numer Math 105:511-547, 2007), special prolongation operators are provided and the related convergence results are rigorously developed, using a functional approach. In this paper we derive new uniform convergence estimates for the V-cycle MGM applied to symmetric positive definite Toeplitz block tridiagonal matrices, by also discussing few connections with previous results. More concretely, the contributions of this paper are as follows: (1) It tackles the Toeplitz systems directly for the elliptic PDEs. (2) Simple (traditional) restriction operator and prolongation operator are employed in order to handle general Toeplitz systems at each level of the recursion. Such a technique is then applied to systems of algebraic equations generated by the difference scheme of the two-dimensional fractional Feynman-Kac equation, which describes the joint probability density function of non-Brownian motion. In particular, we consider the two coarsening strategies, i.e., doubling the mesh size (geometric MGM) and Galerkin approach (algebraic MGM), which lead to the distinct coarsening stiffness matrices in the general case: however, several numerical experiments show that the two algorithms produce almost the same error behaviour.
机译:当求解基于椭圆偏微分方程(PDE)近似的大型线性系统时,众所周知,V循环多网格方法(MGM)可以显着降低计算成本。 V周期MGM已经存在许多收敛估计:例如,使用椭圆PDE的正则性或近似假设,可在Bank和Douglas中获得结果(SIAM J Numer Anal 22:617-633,1985),Bramble和Pasciak(Math Comp 49:311-329,1987);在多级矩阵代数的情况下(例如循环,tau,Hartely)(Aric等人,SIAM J Matrix Anal Appl 26:186-214,2004; Aric and Donatelli in Numer Math 105:511-547,2007),特殊使用功能方法,提供了加长运算符,并严格开发了相关的收敛结果。在本文中,我们还讨论了与先前结果的一些联系,从而得出了应用于对称正定Toeplitz块三对角矩阵的V周期MGM的新一致收敛估计。更具体地说,本文的贡献如下:(1)它直接解决了椭圆PDE的Toeplitz系统。 (2)为了处理递归的每个级别上的一般Toeplitz系统,使用了简单(传统)限制算子和延长算子。然后将这种技术应用于由二维分数式Feynman-Kac方程的差分方案生成的代数方程组,该方程描述了非布朗运动的联合概率密度函数。特别是,我们考虑了两种粗化策略,即将网格尺寸加倍(几何MGM)和加勒金方法(代数MGM),这在一般情况下会导致截然不同的粗化刚度矩阵:但是,一些数值实验表明,这两种算法产生几乎相同的错误行为。

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