Krylov subspace methods for model reduction of quadratic-bilinear systems

被引:23
|
作者
Ahmad, Mian Ilyas [1 ]
Benner, Peter [2 ]
Jaimoukha, Imad [3 ]
机构
[1] Natl Univ Sci & Technol, Res Ctr Modeling & Simulat, Islamabad, Pakistan
[2] Max Planck Inst Dynam Complex Tech Syst, Magdeburg, Germany
[3] Imperial Coll London, Dept Elect & Elect Engn, London, England
来源
IET CONTROL THEORY AND APPLICATIONS | 2016年 / 10卷 / 16期
关键词
bilinear systems; transfer functions; Krylov subspace methods; model reduction; quadratic-bilinear systems; two sided moment matching method; quadratic-bilinear descriptor systems; generalised transfer functions; input-output representation; nonlinear system; PROPER ORTHOGONAL DECOMPOSITION; ORDER REDUCTION; NONLINEAR-SYSTEMS;
D O I
10.1049/iet-cta.2016.0415
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The authors propose a two sided moment matching method for model reduction of quadratic-bilinear descriptor systems. The goal is to approximate some of the generalised transfer functions that appear in the input-output representation of the non-linear system. Existing techniques achieve this by utilising moment matching for the first two generalised transfer functions. In this study, they derive an equivalent representation that simplifies the structure of the generalised transfer functions. This allows them to extend the idea of two sided moment matching to higher subsystems which was difficult in the previous approaches. Numerical results are given for some benchmark examples of quadratic-bilinear systems.
引用
收藏
页码:2010 / 2018
页数:9
相关论文
共 50 条
  • [21] H2-QUASI-OPTIMAL MODEL ORDER REDUCTION FOR QUADRATIC-BILINEAR CONTROL SYSTEMS
    Benner, Peter
    Goyal, Pawan
    Gugercin, Serkan
    SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2018, 39 (02) : 983 - 1032
  • [22] INPUT-TAILORED SYSTEM-THEORETIC MODEL ORDER REDUCTION FOR QUADRATIC-BILINEAR SYSTEMS\ast
    Liljegren-Sailer, Bjoern
    Marheineke, Nicole
    SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2022, 43 (01) : 1 - 39
  • [23] Multivariate moment-matching for model order reduction of quadratic-bilinear systems using error bounds
    Muhammad Altaf Khattak
    Mian Ilyas Ahmad
    Lihong Feng
    Peter Benner
    Advanced Modeling and Simulation in Engineering Sciences, 9
  • [24] Multivariate moment-matching for model order reduction of quadratic-bilinear systems using error bounds
    Khattak, Muhammad Altaf
    Ahmad, Mian Ilyas
    Feng, Lihong
    Benner, Peter
    ADVANCED MODELING AND SIMULATION IN ENGINEERING SCIENCES, 2022, 9 (01)
  • [25] Orthogonalisation in Krylov subspace methods for model order reduction
    Heres, P. J.
    Schilders, W. H. A.
    SCIENTIFIC COMPUTING IN ELECTRICAL ENGINEERING, 2006, 9 : 39 - +
  • [26] Moment-matching based model reduction for Navier-Stokes type quadratic-bilinear descriptor systems
    Ahmad, Mian Ilyas
    Benner, Peter
    Goyal, Pawan
    Heiland, Jan
    ZAMM-ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND MECHANIK, 2017, 97 (10): : 1252 - 1267
  • [27] Structured interpolation for multivariate transfer functions of quadratic-bilinear systems
    Peter Benner
    Serkan Gugercin
    Steffen W. R. Werner
    Advances in Computational Mathematics, 2024, 50
  • [28] Structured interpolation for multivariate transfer functions of quadratic-bilinear systems
    Benner, Peter
    Gugercin, Serkan
    Werner, Steffen W. R.
    ADVANCES IN COMPUTATIONAL MATHEMATICS, 2024, 50 (02)
  • [29] Krylov Subspace Methods for Model Order Reduction in Computational Electromagnetics
    Bonotto, Matteo
    Cenedese, Angelo
    Bettini, Paolo
    IFAC PAPERSONLINE, 2017, 50 (01): : 6355 - 6360
  • [30] Multimoment Matching Analysis of One-Sided Krylov Subspace Model Order Reduction for Nonlinear and Bilinear Systems
    Agbaje, Oluwaleke
    Shona, Dina Laila
    Haas, Olivier
    2018 EUROPEAN CONTROL CONFERENCE (ECC), 2018, : 2599 - 2604