• DocumentCode
    2014575
  • Title

    Comparison of packet loss compensation in nonlinear Networked Control Systems using the methods Extended Kalman Filter and Unscented Kalman Filter

  • Author

    Foletto, Tanisia C. ; Moreno, Ubirajara F. ; Lopes, António M.

  • Author_Institution
    Fed. Univ. of Santa Catarina, Flórianopolis, Brazil
  • fYear
    2011
  • fDate
    5-9 Sept. 2011
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    In this paper, the performance of two nonlinear estimators is compared to deal with packet loss in Networked Control Systems (NCS). The evaluated nonlinear estimation methods are: Extended Kalman Filter (EKF) and Unscented Kalman Filter (UKF). In this article, it is shown that modifications are required in order to keep the convergence of the estimators when there is packet loss in NCS. In particular it is shown that, for this kind of applications, the UKF can perform as well as EKF.
  • Keywords
    Kalman filters; networked control systems; nonlinear control systems; nonlinear filters; extended Kalman filter; nonlinear estimation method; nonlinear networked control system; packet loss compensation; unscented Kalman filter; Covariance matrix; Equations; Kalman filters; Mathematical model; Q measurement; State estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Emerging Technologies & Factory Automation (ETFA), 2011 IEEE 16th Conference on
  • Conference_Location
    Toulouse
  • ISSN
    1946-0740
  • Print_ISBN
    978-1-4577-0017-0
  • Electronic_ISBN
    1946-0740
  • Type

    conf

  • DOI
    10.1109/ETFA.2011.6059052
  • Filename
    6059052