A trust-region method for optimal H2 model reduction of discrete-time dynamical systems

被引:1
|
作者
Wang, Zhaohong [1 ]
Jiang, Yaolin [1 ]
Li, Zhen [2 ]
机构
[1] Xi An Jiao Tong Univ, Sch Math & Stat, Xian, Shaanxi, Peoples R China
[2] Xinjiang Univ, Coll Math & Syst Sci, Urumqi, Peoples R China
基金
中国国家自然科学基金;
关键词
Model reduction; linear time-invariant discrete-time systems; trust-region method; H-2; approximation; nonlinear discrete-time systems; WATER EQUATIONS MODEL; BILINEAR-SYSTEMS; POD; EXPANSION;
D O I
10.1080/10236198.2018.1512980
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we present an optimal H-2 model reduction method on the basis of the trust-region technique for linear time-invariant discrete-time dynamical systems. First, based on the poles and residues, the H-2 error norm for single-input and single-output discrete-time systems is investigated, which leads to the H-2 error gradient and Hessian. Next, for multiple-input and multiple-out discretetime systems, the gradient and Hessian of the H-2 error norm are accordingly derived. Then, the H-2 error gradient and Hessian are employed to establish the trust-region method for optimal H-2 model reduction. Moreover, it is shown that the proposed method can produce a decreasing sequence. The construction of the state space realization of the reduced order system is studied concerning the divisions of the resulting residues. Model reduction is investigated for nonlinear discrete-time system. Finally, an illustrative example is used to demonstrate the performance.
引用
收藏
页码:1604 / 1620
页数:17
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