STABILITY PRESERVATION IN GALERKIN-TYPE PROJECTION-BASED MODEL ORDER REDUCTION

被引:5
|
作者
Pulch, Roland [1 ]
机构
[1] Univ Greifswald, Inst Math & Comp Sci, Walther Rathenau Str 47, D-17489 Greifswald, Germany
来源
关键词
dynamical system; ordinary differential equation; model order reduction; Galerkin projection; asymptotic stability; Lyapunov equation; alternating direction implicit method; BALANCED TRUNCATION;
D O I
10.3934/naco.2019003
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We consider linear dynamical systems consisting of ordinary differential equations with high dimensionality. The aim of model order reduction is to construct an approximating system of a much lower dimension. Therein, the reduced system may be unstable, even though the original system is asymptotically stable. We focus on projection-based model order reduction of Galerkin-type. A transformation of the original system guarantees an asymptotically stable reduced system. This transformation requires the numerical solution of a high-dimensional Lyapunov equation. We specify an approximation of the solution, which allows for an efficient iterative treatment of the Lyapunov equation under a certain assumption. Furthermore, we generalize this strategy to preserve the asymptotic stability of stationary solutions in model order reduction of nonlinear dynamical systems. Numerical results for high-dimensional examples confirm the computational feasibility of the stability-preserving approach.
引用
收藏
页码:23 / 44
页数:22
相关论文
共 50 条
  • [2] Stability Preservation in Projection-based Model Order Reduction of Large Scale Systems
    Selga, Rosa Castane
    Lohmann, Boris
    Eid, Rudy
    EUROPEAN JOURNAL OF CONTROL, 2012, 18 (02) : 122 - 132
  • [3] Stability preservation in projection-based model order reduction of large-scale systems (vol 18, pg 122, 2012)
    Selga, Rosa Castane
    Lohmann, Boris
    Eid, Rudy
    EUROPEAN JOURNAL OF CONTROL, 2014, 20 (05) : 269 - 269
  • [4] On projection-based algorithms for model-order reduction of interconnects
    Wang, JML
    Chu, CC
    Yu, QJ
    Kuh, ES
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2002, 49 (11) : 1563 - 1585
  • [5] Comparison of Projection-Based Model Order Reduction for Frequency Responses
    Won, Bo Reum
    Han, Jeong Sam
    TRANSACTIONS OF THE KOREAN SOCIETY OF MECHANICAL ENGINEERS A, 2014, 38 (09) : 933 - 941
  • [6] On the stability of projection-based model order reduction for convection-dominated laminar and turbulent flows
    Grimberg, Sebastian
    Farhat, Charbel
    Youkilis, Noah
    JOURNAL OF COMPUTATIONAL PHYSICS, 2020, 419
  • [7] Projection-based order reduction of a nonlinear biophysical neuronal network model
    Lehtimakki, Mikko
    Paunonen, Lassi
    Linne, Marja-Leena
    2019 IEEE 58TH CONFERENCE ON DECISION AND CONTROL (CDC), 2019, : 1 - 6
  • [8] Benefits of Partitioning in a Projection-based and Realizable Model-order Reduction Flow
    Miettinen, Pekka
    Honkala, Mikko
    Roos, Janne
    Valtonen, Martti
    JOURNAL OF ELECTRONIC TESTING-THEORY AND APPLICATIONS, 2014, 30 (03): : 271 - 285
  • [9] Assessment of Projection-Based Model Order Reduction for a Benchmark Hypersonic Flow Problem
    Chmiel, Matthew R.
    Barnett, Joshua
    Farhat, Charbel
    AIAA SCITECH 2024 FORUM, 2024,
  • [10] Benefits of Partitioning in a Projection-based and Realizable Model-order Reduction Flow
    Pekka Miettinen
    Mikko Honkala
    Janne Roos
    Martti Valtonen
    Journal of Electronic Testing, 2014, 30 : 271 - 285