Title :
Brief Paper - Gradient-based iterative algorithm for a class of the coupled matrix equations related to control systems
Author :
Feng Ding ; Huamin Zhang
Author_Institution :
Key Lab. of Adv. Process Control for Light Ind. (Minist. of Educ.), Jiangnan Univ., Wuxi, China
Abstract :
By constructing an objective function and using the gradient search, a gradient-based iteration is established for solving the coupled matrix equations AiXBi = Fi, i = 1, 2, ..., p. The authors prove that the gradient solution is convergent for any initial values. By analysing the spectral radius of the iterative matrix, the authors obtain an optimal convergence factor. An example is provided to illustrate the effectiveness of the proposed algorithm and to testify the conclusions established in this study.
Keywords :
control system analysis; convergence of numerical methods; gradient methods; matrix algebra; search problems; control system; coupled matrix equations; gradient search; gradient-based iterative algorithm; iterative matrix; optimal convergence factor; spectral radius analysis;
Journal_Title :
Control Theory & Applications, IET
DOI :
10.1049/iet-cta.2013.1044