Balanced realizations of regime-switching linear systems

被引:0
|
作者
Liu, Y. J.
Yin, G. [1 ]
Zhang, Q.
Moore, J. B.
机构
[1] Wayne State Univ, Dept Math, Detroit, MI 48202 USA
[2] Missouri So State Univ, Dept Math, Joplin, MO 64801 USA
[3] Univ Georgia, Dept Math, Athens, GA 30602 USA
[4] Australian Natl Univ, Res Sch Informat Sci & Engn, Dept Syst Engn, Canberra, ACT 0200, Australia
关键词
balanced realization; continuous-time Markov chain; decomposition; aggregation; time-scale separation;
D O I
10.1007/s00498-007-0019-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, we establish a framework for balanced realization of linear systems subject to regime switching modulated by a continuous-time Markov chain with a finite state space. First, a definition of balanced realization is given. Then a rho-balanced realization is developed to approximate the system of balancing equations, which is a system of time-varying algebraic equations. When the state space of the Markov chain is large, the computational effort becomes a real concern. To resolve this problem, we introduce a two-time-scale formulation and use decomposition/aggregation and averaging techniques to reduce the computational complexity. Based on the two-time-scale formulation, further approximation procedures are developed. Numerical examples are also presented for demonstration.
引用
收藏
页码:207 / 234
页数:28
相关论文
共 50 条