A Tangential Block Lanczos Method for Model Reduction of Large-Scale First and Second Order Dynamical Systems

被引:1
作者
Jbilou, K. [1 ]
Kaouane, Y. [1 ]
机构
[1] Univ Littoral, Batiment H Poincarre,50 Rue F Buisson, F-62280 Calais, France
关键词
Block Lanczos; Interpolation; Model reduction; Tangential directions; KRYLOV SUBSPACE METHODS; BALANCED-TRUNCATION; INTERPOLATION;
D O I
10.1007/s10915-019-01032-y
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we present a new approach for model reduction of large scale first and second order dynamical systems with multiple inputs and multiple outputs. This approach is based on the projection of the initial problem onto tangential subspaces to produce a simpler reduced-order model that approximates well the behaviour of the original model. We present an algorithm named: adaptive block tangential Lanczos-type algorithm. We give some algebraic properties and present some numerical experiences to show the effectiveness of the proposed algorithms.
引用
收藏
页码:513 / 536
页数:24
相关论文
共 28 条
  • [1] Antoulas A. C., 2005, ADV DES CONTROL SIAM
  • [2] Antoulas AC, 2010, EFFICIENT MODELING AND CONTROL OF LARGE-SCALE SYSTEMS, P3, DOI 10.1007/978-1-4419-5757-3_1
  • [3] Beattie CA, 2005, IEEE DECIS CONTR P, P2278
  • [4] Numerical solution of large-scale Lyapunov equations, Riccati equations, and linear-quadratic optimal control problems
    Benner, Peter
    Li, Jing-Rebecca
    Penzl, Thilo
    [J]. NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS, 2008, 15 (09) : 755 - 777
  • [5] Second-order balanced truncation
    Chahlaoui, Y.
    Lemonnier, D.
    Vandendorpe, A.
    Van Dooren, P.
    [J]. LINEAR ALGEBRA AND ITS APPLICATIONS, 2006, 415 (2-3) : 373 - 384
  • [6] Chahlaoui Younes, 2005, Dimension Reduction of Large-Scale Systems, P149, DOI 10.1007
  • [7] Krylov subspace methods for large-scale matrix problems in control
    Datta, BN
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2003, 19 (07): : 1253 - 1263
  • [8] Large-scale matrix computations in control
    Datta, BN
    [J]. APPLIED NUMERICAL MATHEMATICS, 1999, 30 (01) : 53 - 63
  • [9] ADAPTIVE TANGENTIAL INTERPOLATION IN RATIONAL KRYLOV SUBSPACES FOR MIMO DYNAMICAL SYSTEMS
    Druskin, V.
    Simoncini, V.
    Zaslavsky, M.
    [J]. SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2014, 35 (02) : 476 - 498
  • [10] Adaptive rational Krylov subspaces for large-scale dynamical systems
    Druskin, V.
    Simoncini, V.
    [J]. SYSTEMS & CONTROL LETTERS, 2011, 60 (08) : 546 - 560