Inexact solves in interpolatory model reduction

被引:17
|
作者
Beattie, Christopher [1 ]
Gugercin, Serkan [1 ]
Wyatt, Sarah [1 ]
机构
[1] Virginia Tech, Dept Math, Blacksburg, VA 24061 USA
关键词
Model reduction; System order reduction; Tangential interpolation; Iterative solves; Petrov-Galerkin; APPROXIMATION; SYSTEMS; NORM;
D O I
10.1016/j.laa.2011.07.015
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We investigate the use of inexact solves for interpolatory model reduction and consider associated perturbation effects on the underlying model reduction problem. We give bounds on system perturbations induced by inexact solves and relate this to termination criteria for iterative solution methods. We show that when a Petrov-Galerkin framework is employed for the inexact solves, the associated reduced order model is an exact interpolatory model for a nearby full-order system: thus demonstrating backward stability. We also give evidence that for H-2-optimal interpolation points, interpolatory model reduction is robust with respect to perturbations due to inexact solves. Finally, we demonstrate the effectiveness of direct use of inexact solves in optimal H-2 approximation. The result is an effective model reduction strategy that is applicable in realistically large-scale settings. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:2916 / 2943
页数:28
相关论文
共 50 条
  • [1] Inexact solves in krylov-based model reduction
    Beattie, Christopher A.
    Gugercin, Serkan
    [J]. PROCEEDINGS OF THE 45TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-14, 2006, : 3405 - 3411
  • [2] Inexact Linear Solves in Model Reduction of Bilinear Dynamical Systems
    Choudhary, Rajendra
    Ahuja, Kapil
    [J]. IEEE ACCESS, 2019, 7 : 72297 - 72307
  • [3] Interpolatory H∞ model reduction
    Flagg, Garret
    Beattie, Christopher A.
    Gugercin, Serkan
    [J]. SYSTEMS & CONTROL LETTERS, 2013, 62 (07) : 567 - 574
  • [4] INTERPOLATORY METHODS FOR MODEL REDUCTION
    Kramer, Boris
    Willcox, Karen E.
    Antoulas, A. C.
    Beattie, C. A.
    Gugercin, S.
    [J]. IEEE CONTROL SYSTEMS MAGAZINE, 2022, 42 (06): : 68 - 69
  • [5] Interpolatory Methods for Model Reduction [Bookshelf]
    Antoulas, A.C.
    Beattie, C.A.
    Gugercin, S.
    [J]. IEEE Control Systems, 2022, 42 (06) : 68 - 69
  • [6] INTERPOLATORY PROJECTION METHODS FOR PARAMETERIZED MODEL REDUCTION
    Baur, Ulrike
    Beattie, Christopher
    Benner, Peter
    Gugercin, Serkan
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2011, 33 (05): : 2489 - 2518
  • [7] Interpolatory model reduction of parameterized bilinear dynamical systems
    Andrea Carracedo Rodriguez
    Serkan Gugercin
    Jeff Borggaard
    [J]. Advances in Computational Mathematics, 2018, 44 : 1887 - 1916
  • [8] MODEL REDUCTION OF DESCRIPTOR SYSTEMS BY INTERPOLATORY PROJECTION METHODS
    Gugercin, Serkan
    Stykel, Tatjana
    Wyatt, Sarah
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2013, 35 (05): : B1010 - B1033
  • [9] NONLINEAR PARAMETRIC INVERSION USING INTERPOLATORY MODEL REDUCTION
    De Sturler, Eric
    Gugercin, Serkan
    Kilmer, Misha E.
    Chaturantabut, Saifon
    Beattie, Christopher
    O'Connell, Meghan
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2015, 37 (03): : B495 - B517
  • [10] Interpolatory weighted-H2 model reduction
    Anic, Branimir
    Beattie, Christopher
    Gugercin, Serkan
    Antoulas, Athanasios C.
    [J]. AUTOMATICA, 2013, 49 (05) : 1275 - 1280