• DocumentCode
    1241796
  • Title

    Parameter Identification and Intersample Output Estimation for Dual-Rate Systems

  • Author

    Ding, Feng ; Liu, Peter X. ; Yang, Huizhong

  • Author_Institution
    Control Sci. & Eng. Res. Center, Jiangnan Univ., Wuxi
  • Volume
    38
  • Issue
    4
  • fYear
    2008
  • fDate
    7/1/2008 12:00:00 AM
  • Firstpage
    966
  • Lastpage
    975
  • Abstract
    In this paper, we derive a mathematical model for dual-rate systems and present a stochastic gradient identification algorithm to estimate the model parameters and an output estimation algorithm to compute the intersample outputs based on the dual-rate input-output data directly. Moreover, we investigate convergence properties of the parameter and intersample estimation, and we test the proposed algorithms with example systems, including an experimental water-level system.
  • Keywords
    gradient methods; parameter estimation; sampled data systems; stochastic processes; dual-rate sampled-data system; intersample output estimation; model parameter estimation; parameter identification; stochastic gradient identification algorithm; Convergence properties; dual-rate systems; identification; modeling; multirate systems; parameter estimation; simulation; stochastic gradient;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4427
  • Type

    jour

  • DOI
    10.1109/TSMCA.2008.923030
  • Filename
    4538273