Gradient based iterative solutions for general linear matrix equations

被引:179
作者
Xie, Li [1 ]
Ding, Jie [1 ]
Ding, Feng [1 ]
机构
[1] Jiangnan Univ, Sch Commun & Control Engn, Wuxi 214122, Peoples R China
关键词
Lyapunov matrix equations; Sylvester matrix equations; Iterations; Least-squares; Estimation; LEAST-SQUARES SOLUTIONS; IDENTIFICATION METHODS; PERFORMANCE ANALYSIS; NUMERICAL ALGORITHM; SYSTEMS;
D O I
10.1016/j.camwa.2009.06.047
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we present a gradient based iterative algorithm for solving general linear matrix equations by extending the Jacobi iteration and by applying the hierarchical identification principle. Convergence analysis indicates that the iterative solutions always converge fast to the exact solutions for any initial values and small condition numbers of the associated matrices. Two numerical examples are provided to show that the proposed algorithm is effective. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1441 / 1448
页数:8
相关论文
共 21 条
[1]   Some new connections between matrix products for partitioned and non-partitioned matrices [J].
Al Zhour, Zeyad ;
Kilicman, Adem .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2007, 54 (06) :763-784
[2]   An iterative algorithm for the reflexive solutions of the generalized coupled Sylvester matrix equations and its optimal approximation [J].
Dehghan, Mehdi ;
Hajarian, Masoud .
APPLIED MATHEMATICS AND COMPUTATION, 2008, 202 (02) :571-588
[3]   On iterative solutions of general coupled matrix equations [J].
Ding, F ;
Chen, TW .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2006, 44 (06) :2269-2284
[4]   Gradient based iterative algorithms for solving a class of matrix equations [J].
Ding, F ;
Chen, TW .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2005, 50 (08) :1216-1221
[5]   Hierarchical gradient-based identification of multivariable discrete-time systems [J].
Ding, F ;
Chen, TW .
AUTOMATICA, 2005, 41 (02) :315-325
[6]   Hierarchical least squares identification methods for multivariable systems [J].
Ding, F ;
Chen, TW .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2005, 50 (03) :397-402
[7]   Iterative least-squares solutions of coupled Sylvester matrix equations [J].
Ding, F ;
Chen, TW .
SYSTEMS & CONTROL LETTERS, 2005, 54 (02) :95-107
[8]   Parameter identification and intersample output estimation for dual-rate systems [J].
Ding, Feng ;
Liu, Peter X. ;
Yang, Huizhong .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2008, 38 (04) :966-975
[9]   Performance analysis of stochastic gradient algorithms under weak conditions [J].
Ding Feng ;
Yang HuiZhong ;
Liu Fei .
SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES, 2008, 51 (09) :1269-1280
[10]   Iterative solutions of the generalized Sylvester matrix equations by using the hierarchical identification principle [J].
Ding, Feng ;
Liu, Peter X. ;
Ding, Jie .
APPLIED MATHEMATICS AND COMPUTATION, 2008, 197 (01) :41-50