On the Krylov subspace methods based on tensor format for positive definite Sylvester tensor equations

被引:75
作者
Beik, Fatemeh Panjeh Ali [1 ]
Movahed, Farid Saberi [2 ]
Ahmadi-Asl, Salman [1 ]
机构
[1] Vali E Asr Univ Rafsanjan, Dept Math, POB 518, Rafsanjan, Iran
[2] Kerman Grad Univ Adv Technol, POB 117, Kerman, Iran
关键词
Krylov subspace method; Arnoldi process; Sylvester tensor equation; nested iterations; LINEAR-SYSTEMS; MATRIX;
D O I
10.1002/nla.2033
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper deals with studying some of well-known iterative methods in their tensor forms to solve a Sylvester tensor equation. More precisely, the tensor form of the Arnoldi process and full orthogonalization method are derived by using a product between two tensors. Then tensor forms of the conjugate gradient and nested conjugate gradient algorithms are also presented. Rough estimation of the required number of operations for the tensor form of the Arnoldi process is obtained, which reveals the advantage of handling the algorithms based on tensor format over their classical forms in general. Some numerical experiments are examined, which confirm the feasibility and applicability of the proposed algorithms in practice. Copyright (C) 2016 John Wiley & Sons, Ltd.
引用
收藏
页码:444 / 466
页数:23
相关论文
共 29 条
[21]  
SAAD Y, 1986, SIAM J SCI STAT COMP, V7, P856, DOI 10.1137/0907058
[22]  
Saad Y., 1995, ITERATIVE METHODS SP
[23]   CG-type algorithms to solve symmetric matrix equations [J].
Salkuyeh, DK .
APPLIED MATHEMATICS AND COMPUTATION, 2006, 172 (02) :985-999
[24]  
Sorber L., 2014, TENSORLAB V20
[25]  
Tzou DV, 1996, MACROMICROHEAT TRANS
[26]   Sufficient conditions for the convergent splittings of non-Hermitian positive definite matrices [J].
Wang, CL ;
Bai, ZZ .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2001, 330 (1-3) :215-218
[27]   Convergence conditions for splitting iteration methods for non-Hermitian linear systems [J].
Wang, Li ;
Bai, Zhong-Zhi .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2008, 428 (2-3) :453-468
[28]   Nested splitting CG-like iterative method for solving the continuous Sylvester equation and preconditioning [J].
Zak, Mohammad Khorsand ;
Toutounian, Faezeh .
ADVANCES IN COMPUTATIONAL MATHEMATICS, 2014, 40 (04) :865-880
[29]   Nested splitting conjugate gradient method for matrix equation AXB = C and preconditioning [J].
Zak, Mohammad Khorsand ;
Toutounian, Faezeh .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2013, 66 (03) :269-278