• DocumentCode
    3454744
  • Title

    Parametric identification of closed-loop linear systems using cyclic-spectral analysis

  • Author

    Tontiruttananon, Channarong ; Tugnait, Jitendra K.

  • Author_Institution
    Dept. of Electr. Eng., Auburn Univ., AL, USA
  • Volume
    6
  • fYear
    1998
  • fDate
    21-26 Jun 1998
  • Firstpage
    3597
  • Abstract
    The problem of closed-loop system identification given noisy time-domain input-output measurements is considered. It is assumed that the various disturbances affecting the system are zero-mean stationary whereas the closed-loop system operates under an external cyclostationary input which is not measured. Noisy measurements of the (direct) input and output of the plant are assumed to be available. The closed-loop system must be stable but it is allowed to be unstable in open-loop. Two new identification algorithms are proposed using cyclic-spectral analysis of noisy input-output data. For both approaches, the open-loop transfer function is first estimated using the cyclic-spectrum and cyclic cross-spectrum of the input-output data. These transfer function estimates are then used as “data” for the proposed algorithms. Both classes of parameter estimators are shown to be weakly consistent in any stationary and a class of cyclostationary noise (both at input as well as output). Computer simulation examples are presented in support of the proposed approaches
  • Keywords
    closed loop systems; linear systems; noise; parameter estimation; spectral analysis; stability; time-domain analysis; transfer functions; I/O measurements; closed-loop linear systems; cyclic cross-spectrum; cyclic-spectral analysis; cyclostationary noise; external cyclostationary input; noisy measurements; noisy time-domain input-output measurements; open-loop instability; open-loop transfer function; parametric identification; stationary noise; transfer function estimates; zero-mean stationary disturbances; Communication system control; Linear systems; Output feedback; Regulators; Signal processing; Signal processing algorithms; System identification; Time domain analysis; Transfer functions; Yield estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference, 1998. Proceedings of the 1998
  • Conference_Location
    Philadelphia, PA
  • ISSN
    0743-1619
  • Print_ISBN
    0-7803-4530-4
  • Type

    conf

  • DOI
    10.1109/ACC.1998.703283
  • Filename
    703283