• DocumentCode
    141667
  • Title

    On the performance of unscented Kalman filter with intermittent observations

  • Author

    De Carli Foletto, Tanisia ; Franco Moreno, Ubirajara

  • Author_Institution
    IFF-JC, Farroupilha Fed. Inst., Julio de Castilhos, Brazil
  • fYear
    2014
  • fDate
    27-30 July 2014
  • Firstpage
    660
  • Lastpage
    665
  • Abstract
    The insertion of the communication network in feedback control loop makes the analysis and design of wireless networked control systems (WNCS) more complex, induces challenges in the form of: delays and packet losses, that degrade the control system´s performance and even cause instability. From the viewpoint of application, the main challenge found in wireless networked control system (WNCS) is the packet loss, thus the use of observers as estimators states has been presented as an alternative solution to treat intermittent measurements. The purpose of this paper is study the statistical convergence properties of the estimation error covariance of unscented Kalman filter with intermittent observation (UKFI), showing the existence of a critical value for the arrival rate of the observations, beyond which a transition to an unbounded state error covariance occurs.
  • Keywords
    Kalman filters; feedback; radio networks; statistical analysis; telecommunication control; communication network; estimation error covariance; feedback control loop; intermittent measurements; intermittent observations; packet loss; statistical convergence properties; unbounded state error covariance; unscented Kalman filter; wireless networked control systems; Covariance matrices; Estimation; Kalman filters; Noise; Numerical models; Packet loss;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Informatics (INDIN), 2014 12th IEEE International Conference on
  • Conference_Location
    Porto Alegre
  • Type

    conf

  • DOI
    10.1109/INDIN.2014.6945592
  • Filename
    6945592