• DocumentCode
    851544
  • Title

    A projection approach to covariance equivalent realizations of discrete systems

  • Author

    Wagie, D. ; Skelton, Robert E.

  • Author_Institution
    Purdue University, West Lafayette, IN, USA
  • Volume
    31
  • Issue
    12
  • fYear
    1986
  • fDate
    12/1/1986 12:00:00 AM
  • Firstpage
    1114
  • Lastpage
    1120
  • Abstract
    Covariance equivalent realization theory has been used recently in continuous systems for model reduction [1]-[4] and controller reduction [2], [5]. In model reduction, this technique produces a reduced-order model that matches q + 1 output covariances and q Markov parameters of the full-order model. In controller reduction, it produces a reduced controller that is "close" to matching q + 1 output covariances of the full-order controller, and q Markov parameters of the closed-loop system. For discrete systems, a method was devised to produce a reduced-order model that matches the q + 1 covariances [6], but not any Markov parameters. This method requires a factorization to obtain the input matrix, and since the dimension of this matrix factor depends upon rank properties not known a priori, this method may not maintain the original dimension of the input vector. Hence, this method [6] is obviously not suitable for controller reduction. A new projection method is described that matches q covariances and q Markov parameters of the original system while maintaining the correct dimension of the input vector.
  • Keywords
    Covariance analysis; Discrete-time systems; Linear systems, stochastic; Markov processes; Realization theory; Reduced-order systems, linear; Stochastic systems, linear; Approximation methods; Autocorrelation; Continuous time systems; Control systems; Covariance matrix; Flexible structures; Reduced order systems; Remuneration; Systems engineering and theory; Vibration control;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.1986.1104193
  • Filename
    1104193