• DocumentCode
    1163165
  • Title

    Laguerre-Gram reduced-order modeling

  • Author

    Amghayrir, Ahmed ; Tanguy, Noël ; Bréhonnet, Pascale ; Vilbé, Pierre ; Calvez, Léon-claude

  • Author_Institution
    Lab. d´´Electronique et des Syst.s de Telecommun., Univ. of Brest, France
  • Volume
    50
  • Issue
    9
  • fYear
    2005
  • Firstpage
    1432
  • Lastpage
    1435
  • Abstract
    We present an efficient model reduction procedure based on the Laguerre description of the system to be approximated. Using a one-order operator defined in the Laplace domain we construct a pencil of functions and formulate the problem as the minimization of the L2(R+) criterion. The use of a weight function in the inner product definition allows a control of the time-error spreading in model reduction procedure. We show how the required Gram matrix can be computed efficiently and prove that the impulse response of the reduced model is also in L2(R+). The transfer function approach allows an immediate and promising application in model reduction of infinite dimensional systems. An extension to multiple-input-multiple-output systems is also given.
  • Keywords
    MIMO systems; approximation theory; matrix algebra; minimisation; modelling; multidimensional systems; reduced order systems; stochastic processes; Gram matrix; Laguerre function; Laguerre-Gram reduced-order modeling; Laplace domain; impulse response; infinite dimensional system; inner product definition; minimization method; model reduction procedure; model-order reduction; multiple-input-multiple-output system; one-order operator; transfer function; weight function; Hilbert space; Industrial control; MIMO; Parameter estimation; Polynomials; Reduced order systems; Signal analysis; System identification; Transfer functions; Infinite-dimensional systems; Laguerre functions; model-order reduction;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2005.854653
  • Filename
    1506957