PRECONDITIONING TECHNIQUES FOR DIAGONAL-TIMES-TOEPLITZ MATRICES IN FRACTIONAL DIFFUSION EQUATIONS

被引:140
作者
Pan, Jianyu [1 ]
Ke, Rihuan [2 ]
Ng, Michael K. [3 ,4 ]
Sun, Hai-Wei [5 ]
机构
[1] E China Normal Univ, Dept Math, Shanghai Key Lab Pure Math & Math Practice, Shanghai 200241, Peoples R China
[2] S China Normal Univ, Sch Math Sci, Guangzhou 510631, Guangdong, Peoples R China
[3] Hong Kong Baptist Univ, Ctr Math Imaging & Vis, Kowloon, Hong Kong, Peoples R China
[4] Hong Kong Baptist Univ, Dept Math, Kowloon, Hong Kong, Peoples R China
[5] Univ Macau, Dept Math, Macau, Peoples R China
基金
中国国家自然科学基金;
关键词
fractional diffusion equation; Toeplitz matrix; approximate inverse; circulant matrix; fast Fourier transform; Krylov subspace methods; FINITE-DIFFERENCE APPROXIMATIONS; CIRCULANT PRECONDITIONER; NUMERICAL APPROXIMATION; MULTIGRID METHOD; SPACE;
D O I
10.1137/130931795
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The fractional diffusion equation is discretized by an implicit finite difference scheme with the shifted Grunwald formula, which is unconditionally stable. The coefficient matrix of the discretized linear system is equal to the sum of a scaled identity matrix and two diagonal-timesToeplitz matrices. Standard circulant preconditioners may not work for such Toeplitz-like linear systems. The main aim of this paper is to propose and develop approximate inverse preconditioners for such Toeplitz-like matrices. An approximate inverse preconditioner is constructed to approximate the inverses of weighted Toeplitz matrices by circulant matrices, and then combine them together row-by- row. Because of Toeplitz structure, both the discretized coefficient matrix and the preconditioner can be implemented very efficiently by using fast Fourier transforms. Theoretically, we show that the spectra of the resulting preconditioned matrices are clustered around one. Thus Krylov subspace methods with the proposed preconditioner converge very fast. Numerical examples are given to demonstrate the effectiveness of the proposed preconditioner and show that its performance is better than the other testing preconditioners.
引用
收藏
页码:A2698 / A2719
页数:22
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