Interpolatory model reduction of parameterized bilinear dynamical systems

被引:0
|
作者
Andrea Carracedo Rodriguez
Serkan Gugercin
Jeff Borggaard
机构
[1] Virginia Tech,Department of Mathematics
来源
关键词
Model reduction; Parametric; Bilinear; Interpolation; 41A05; 93A15; 93C10; 35B30; 93C15; 93B40;
D O I
暂无
中图分类号
学科分类号
摘要
Interpolatory projection methods for model reduction of nonparametric linear dynamical systems have been successfully extended to nonparametric bilinear dynamical systems. However, this has not yet occurred for parametric bilinear systems. In this work, we aim to close this gap by providing a natural extension of interpolatory projections to model reduction of parametric bilinear dynamical systems. We introduce necessary conditions that the projection subspaces must satisfy to obtain parametric tangential interpolation of each subsystem transfer function. These conditions also guarantee that the parameter sensitivities (Jacobian) of each subsystem transfer function are matched tangentially by those of the corresponding reduced-order model transfer function. Similarly, we obtain conditions for interpolating the parameter Hessian of the transfer function by including additional vectors in the projection subspaces. As in the parametric linear case, the basis construction for two-sided projections does not require computing the Jacobian or the Hessian.
引用
收藏
页码:1887 / 1916
页数:29
相关论文
共 50 条
  • [21] RESIDUAL MINIMIZING MODEL INTERPOLATION FOR PARAMETERIZED NONLINEAR DYNAMICAL SYSTEMS
    Constantine, Paul G.
    Wang, Qiqi
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2012, 34 (04): : A2118 - A2144
  • [22] REGULATION PROBLEM OF BILINEAR DYNAMICAL-SYSTEMS - APPLICATION OF BILINEAR POINT REACTOR MODEL
    CICCARELLA, G
    [J]. ALTA FREQUENZA, 1978, 47 (08): : 650 - 657
  • [23] Tangential Interpolatory Projection for Model Reduction of Linear Quantum Stochastic Systems
    Techakesari, Onvaree
    Nurdin, Hendra I.
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 62 (01) : 5 - 17
  • [24] On model reduction of polynomial dynamical systems
    Prajna, Stephen
    Sandberg, Henrik
    [J]. 2005 44th IEEE Conference on Decision and Control & European Control Conference, Vols 1-8, 2005, : 1666 - 1671
  • [25] Model reduction in dynamical VAR systems
    Alaoui, M. Kbiri
    Ghassan, H. Belkacem
    [J]. INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS & STATISTICS, 2020, 59 (03): : 12 - 20
  • [26] Interpolatory Methods for Model Reduction [Bookshelf]
    Antoulas, A.C.
    Beattie, C.A.
    Gugercin, S.
    [J]. IEEE Control Systems, 2022, 42 (06) : 68 - 69
  • [27] Time-interval model reduction of bilinear systems
    Shaker, Hamid Reza
    Tahavori, Maryamsadat
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2014, 87 (08) : 1487 - 1495
  • [28] On H2 model reduction of bilinear systems
    Zhang, LQ
    Lam, J
    [J]. AUTOMATICA, 2002, 38 (02) : 205 - 216
  • [29] Inexact solves in interpolatory model reduction
    Beattie, Christopher
    Gugercin, Serkan
    Wyatt, Sarah
    [J]. LINEAR ALGEBRA AND ITS APPLICATIONS, 2012, 436 (08) : 2916 - 2943
  • [30] On model reduction of K-power bilinear systems
    Wang, Xiao-Long
    Jiang, Yao-Lin
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2014, 45 (09) : 1978 - 1990