• DocumentCode
    1751658
  • Title

    Optimal model reduction of discrete-time systems

  • Author

    Hauksdóttir, Anna Soffía

  • Author_Institution
    Electr. & Comput. Eng. Dept., Iceland Univ., Reykjavik, Iceland
  • Volume
    4
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    2584
  • Abstract
    Closed-form expressions of transfer function responses are used in this paper towards model-reduction of nth order discrete-time systems. The contribution of each eigenvalue to the output for a unit step input is evaluated, thus defining the dominant eigenvalues. The reduced-order model is set up retaining the most contributing eigenvalues, maintaining the same DC gain as the original system, but leaving other numerator coefficients to be determined. Then a cost function is formed measuring the discrete pulse response deviation between the original and the reduced-order model. The cost function is subsequently minimized, rendering new numerator coefficients for the reduced model. The resulting reduced-order model is easily computed, maintains stability for an originally stable system, and renders time responses practically identical to the original system
  • Keywords
    discrete time systems; eigenvalues and eigenfunctions; stability; transfer functions; closed-form expressions; discrete pulse response deviation; discrete-time systems; eigenvalue; numerator coefficients; optimal model reduction; reduced-order model; stability; transfer function responses; Closed-form solution; Control systems; Cost function; Eigenvalues and eigenfunctions; Pulse measurements; Reduced order systems; Stability; System identification; Transfer functions; Transient analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference, 2001. Proceedings of the 2001
  • Conference_Location
    Arlington, VA
  • ISSN
    0743-1619
  • Print_ISBN
    0-7803-6495-3
  • Type

    conf

  • DOI
    10.1109/ACC.2001.946258
  • Filename
    946258