Rational Krylov for Stieltjes matrix functions: convergence and pole selection

被引:18
|
作者
Massei, Stefano [1 ]
Robol, Leonardo [2 ]
机构
[1] TU Eindhoven, Eindhoven, Netherlands
[2] Univ Pisa, Dipartimento Matemat, Pisa, Italy
基金
瑞士国家科学基金会;
关键词
Rational Krylov; Function of matrices; Kronecker sum; Zolotarev problem; Pole selection; Stieltjes functions; SUBSPACES; SYLVESTER; EQUATION; SOLVERS;
D O I
10.1007/s10543-020-00826-z
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Evaluating the action of a matrix function on a vector, that is x = f (M)v, is an ubiquitous task in applications. WhenMis large, one usually relies on Krylov projection methods. In this paper, we provide effective choices for the poles of the rational Krylov method for approximating x when f (z) is either Cauchy-Stieltjes or Laplace-Stieltjes (or, which is equivalent, completely monotonic) andMis a positive definite matrix. Relying on the same tools used to analyze the generic situation, we then focus on the case M = I circle times A - B-T circle times I, and v obtained vectorizing a low-rank matrix; this finds application, for instance, in solving fractional diffusion equation on two-dimensional tensor grids. We see how to leverage tensorized Krylov subspaces to exploit the Kronecker structure and we introduce an error analysis for the numerical approximation of x. Pole selection strategies with explicit convergence bounds are given also in this case.
引用
收藏
页码:237 / 273
页数:37
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