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
[1]  
[Anonymous], Matlab tensor toolbox version 2.6
[2]  
[Anonymous], 2009, NONNEGATIVE MATRIX T
[3]   A class of nested iteration schemes for linear systems with a coefficient matrix with a dominant positive definite symmetric part [J].
Axelsson, O ;
Bai, ZZ ;
Qiu, SX .
NUMERICAL ALGORITHMS, 2004, 35 (2-4) :351-372
[4]   ON HERMITIAN AND SKEW-HERMITIAN SPLITTING ITERATION METHODS FOR CONTINUOUS SYLVESTER EQUATIONS [J].
Bai, Zhong-Zhi .
JOURNAL OF COMPUTATIONAL MATHEMATICS, 2011, 29 (02) :185-198
[5]   Hermitian and skew-Hermitian splitting methods for non-hermitian positive definite linear systems [J].
Bai, ZZ ;
Golub, GH ;
Ng, MK .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2003, 24 (03) :603-626
[6]   A projection method to solve linear systems in tensor format [J].
Ballani, Jonas ;
Grasedyck, Lars .
NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS, 2013, 20 (01) :27-43
[7]   A Gradient Based Iterative Solutions for Sylvester Tensor Equations [J].
Chen, Zhen ;
Lu, Linzhang .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2013, 2013
[8]   A projection method and Kronecker product preconditioner for solving Sylvester tensor equations [J].
Chen Zhen ;
Lu LinZhang .
SCIENCE CHINA-MATHEMATICS, 2012, 55 (06) :1281-1292
[9]   On iterative solutions of general coupled matrix equations [J].
Ding, F ;
Chen, TW .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2006, 44 (06) :2269-2284
[10]   Hierarchical tensor-product approximation to the inverse and related operators for high-dimensional elliptic problems [J].
Gavrilyuk, IP ;
Hackbusch, W ;
Khoromskij, BN .
COMPUTING, 2005, 74 (02) :131-157