• DocumentCode
    630948
  • Title

    A greedy rational Krylov method for ℋ2-pseudooptimal model order reduction with preservation of stability

  • Author

    Panzer, Heiko K. F. ; Jaensch, Stefan ; Wolf, Tilman ; Lohmann, B.

  • Author_Institution
    Inst. of Autom. Control, Tech. Univ. Munchen, Garching, Germany
  • fYear
    2013
  • fDate
    17-19 June 2013
  • Firstpage
    5512
  • Lastpage
    5517
  • Abstract
    We present a new approach to the problem of finding suitable expansion points in Krylov subspace methods for the model reduction of LTI systems. Using a factorized formulation of the resulting error model, we can efficiently apply a greedy algorithm and perform multiple reduction steps instead of looking for all shifts at once. An expedient globally convergent optimization algorithm delivers locally ℋ2-optimal two-dimensional ROMs in each step. The overall ROM, whose error decreases monotonically, is ℋ2-pseudooptimal and guaranteed to be stable; its order can be chosen on-the-fly. Ready-to-run Matlab demo code is provided in the Appendix.
  • Keywords
    H control; linear systems; optimisation; reduced order systems; stability; ℋ2-optimal two-dimensional ROM; ℋ2-pseudooptimal model order reduction; Krylov subspace method; LTI system; expansion point; expedient globally convergent optimization; factorized formulation; greedy algorithm; greedy rational Krylov method; linear time-invariant system; stability; Mathematical model; Mirrors; Optimization; Read only memory; Reduced order systems; Sparks; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2013
  • Conference_Location
    Washington, DC
  • ISSN
    0743-1619
  • Print_ISBN
    978-1-4799-0177-7
  • Type

    conf

  • DOI
    10.1109/ACC.2013.6580700
  • Filename
    6580700