Optimal Model Reduction by Time-Domain Moment Matching for Lur'e-Type Models

被引:0
|
作者
Shakib, Fahim [1 ]
Scarciotti, Giordano [1 ]
Jungers, Marc [2 ]
Pogromsky, Alexander Yu [3 ]
Pavlov, Alexey [4 ]
van de Wouw, Nathan [3 ]
机构
[1] Imperial Coll London, Dept Elect & Elect Engn, London SW7 2BT, England
[2] Univ Lorraine, CNRS, CRAN, F-54000 Nancy, France
[3] Eindhoven Univ Technol, Dept Mech Engn, NL-5600 MB Eindhoven, Netherlands
[4] NTNU, Dept Geosci & Petr, ,, NO-7491 Trondheim, Norway
关键词
Reduced order systems; Numerical models; Linear systems; Convergence; Symmetric matrices; Steady-state; Time-domain analysis; Bilinear matrix inequalities; coordinate-descent algorithm (CDA); global stability; model reduction; moment matching; nonlinear feedback; NONLINEAR-SYSTEMS;
D O I
10.1109/TAC.2024.3421809
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article considers the problem of model reduction for Lur'e-type models consisting of a feedback interconnection between linear dynamics and static nonlinearities. We propose an optimal variant of the time-domain moment-matching method in which the H-infinity -norm of the error transfer-function matrix of the linear part of the model is minimized while the static nonlinearities are inherited from the full-order model. We show that this approach also minimizes an error bound on the L-2 -norm of the steady-state error between the responses of the full-order nonlinear model and the reduced-order nonlinear model. Furthermore, the proposed approach preserves both the Lur'e-type model structure as well as global stability properties. The problem is cast as an optimization problem with bilinear matrix inequality constraints. This problem is then solved using a novel algorithm, although global convergence of the algorithm is not guaranteed. The effectiveness of the approach is illustrated in the reduction of a structural dynamics model of a linear beam with nonlinear supports.
引用
收藏
页码:8820 / 8827
页数:8
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