Time-limited H2-optimal model order reduction

被引:16
|
作者
Goyal, Pawan [1 ]
Redmann, Martin [2 ]
机构
[1] Max Planck Inst Dynam Complex Tech Syst, Sandtorstr 1, D-39106 Magdeburg, Germany
[2] Weierstrass Inst Appl Anal & Stochast, Mohrenstr 39, D-10117 Berlin, Germany
关键词
Model order reduction; Linear systems; H-2-optimality; Gramians; Sylvester equations;
D O I
10.1016/j.amc.2019.02.065
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we investigate a time-limited H-2-model order reduction method for linear dynamical systems. For this, we propose a time-limited H-2-norm and show its connection with the time-limited Gramians. We then derive first-order conditions for optimality of reduced-order systems with respect to the time-limited H-2-norm. Based on these optimality conditions, we propose an iterative correction scheme to construct reduced-order systems, which, upon convergence, nearly satisfy these conditions. Furthermore, a diagnostic measure is proposed for how close the obtained reduced-order system is to optimality. We test the efficiency of the proposed iterative scheme using various numerical examples and illustrate that the newly proposed iterative method can lead to a better reduced-order models compared to the unrestricted iterative rational Krylov subspace algorithm in a finite time interval of interest. (C) 2019 Elsevier Inc. All rights reserved.
引用
收藏
页码:184 / 197
页数:14
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