Time- and frequency-limited H2-optimal model order reduction of bilinear control systems

被引:5
作者
Zulfiqar, Umair [1 ]
Sreeram, Victor [1 ]
Ilyas Ahmad, Mian [2 ]
Du, Xin [3 ,4 ]
机构
[1] Univ Western Australia UWA, Sch Elect Elect & Comp Engn, Perth, WA, Australia
[2] Natl Univ Sci & Technol NUST, Res Ctr Modelling & Simulat, Islamabad, Pakistan
[3] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai, Peoples R China
[4] Shanghai Univ, Shanghai Key Lab Power Stn Automat Technol, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
H-2-optimal; bilinear systems; frequency-limited; model order reduction; pseudo-optimal; time-limited;
D O I
10.1080/00207721.2021.1873452
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 the time- and frequency-limited model order reduction, a reduced-order approximation of the original high-order model is sought to ensure superior accuracy in some desired time and frequency intervals. We first consider the time-limited -optimal model order reduction problem for bilinear control systems and derive first-order optimality conditions that a local optimum reduced-order model should satisfy. We then propose a heuristic algorithm that generates a reduced-order model, which tends to achieve these optimality conditions. The frequency-limited and the time-limited -pseudo-optimal model reduction problems are also considered wherein we restrict our focus on constructing a reduced-order model that satisfies a subset of the respective optimality conditions for the local optimum. Two new algorithms have been proposed that enforce two out of four optimality conditions on the reduced-order model upon convergence. The algorithms are tested on three numerical examples to validate the theoretical results presented in the paper. The numerical results confirm the efficacy of the proposed algorithms.
引用
收藏
页码:1953 / 1973
页数:21
相关论文
共 43 条
[1]   Implicit Volterra series interpolation for model reduction of bilinear systems [J].
Ahmad, Mian Ilyas ;
Baur, Ulrike ;
Benner, Peter .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2017, 316 :15-28
[2]  
ALBAIYAT SA, 1993, PROCEEDINGS OF THE 32ND IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, P22, DOI 10.1109/CDC.1993.325196
[3]  
Benner P., 2011, MPIMD1111
[4]  
Benner P, 2017, MS A MOD SIMUL, V17, P285, DOI 10.1007/978-3-319-58786-8_18
[5]   FREQUENCY-LIMITED BALANCED TRUNCATION WITH LOW-RANK APPROXIMATIONS [J].
Benner, Peter ;
Kuerschner, Patrick ;
Saak, Jens .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2016, 38 (01) :A471-A499
[6]   INTERPOLATION-BASED H2-MODEL REDUCTION OF BILINEAR CONTROL SYSTEMS [J].
Benner, Peter ;
Breiten, Tobias .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2012, 33 (03) :859-885
[7]   LYAPUNOV EQUATIONS, ENERGY FUNCTIONALS, AND MODEL ORDER REDUCTION OF BILINEAR AND STOCHASTIC SYSTEMS [J].
Benner, Peter ;
Damm, Tobias .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2011, 49 (02) :686-711
[8]   A note on the numerical approximate solutions for generalized Sylvester matrix equations with applications [J].
Bouhamidi, A. ;
Jbilou, K. .
APPLIED MATHEMATICS AND COMPUTATION, 2008, 206 (02) :687-694
[9]   MULTIPOINT VOLTERRA SERIES INTERPOLATION AND H2 OPTIMAL MODEL REDUCTION OF BILINEAR SYSTEMS [J].
Flagg, Garret ;
Gugercin, Serkan .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2015, 36 (02) :549-579
[10]   MODEL-REDUCTION IN LIMITED TIME AND FREQUENCY INTERVALS [J].
GAWRONSKI, W ;
JUANG, JN .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1990, 21 (02) :349-376