• DocumentCode
    67675
  • Title

    Modified Preview Control for a Wireless Tracking Control System With Packet Loss

  • Author

    Wenlong Zhang ; Joonbum Bae ; Tomizuka, Masayoshi

  • Author_Institution
    Dept. of Mech. Eng., Univ. of California, Berkeley, Berkeley, CA, USA
  • Volume
    20
  • Issue
    1
  • fYear
    2015
  • fDate
    Feb. 2015
  • Firstpage
    299
  • Lastpage
    307
  • Abstract
    In this paper, a modified preview control technique is proposed to compensate packet loss in a wireless tracking control system, where future reference signals over a finite horizon can be previewed. In order to utilize future reference information for the controller design, the system model is augmented with a reference generator whose states are the future reference signals. As a response to the packet loss that occurs in the wireless network, the preview control technique is modified by employing Bernoulli variables to represent packet loss in both controller-actuator and sensor-controller channels. The Bernoulli packet loss model, along with tracking errors and control inputs, is included in a quadratic cost function, and the optimal controller gain that minimizes the cost function is obtained by dynamic programming. A modified Kalman filter considering packet loss is utilized for full-state estimation and state feedback control. The choice of preview horizon is discussed and the performance of the proposed controller is verified by simulation and experimental results.
  • Keywords
    Kalman filters; actuators; compensation; control system synthesis; dynamic programming; minimisation; networked control systems; position control; predictive control; sensors; state estimation; Bernoulli variables; controller design; controller-actuator channel; dynamic programming; full-state estimation; modified Kalman filter; modified preview control; optimal controller gain; packet loss compensation; packet loss representation; preview horizon; quadratic cost function; reference generator; sensor-controller channel; state feedback control; wireless tracking control system; Control systems; Cost function; Generators; Packet loss; Wireless communication; Wireless sensor networks; Motion control; networked control systems; packet loss; preview control;
  • fLanguage
    English
  • Journal_Title
    Mechatronics, IEEE/ASME Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4435
  • Type

    jour

  • DOI
    10.1109/TMECH.2013.2297151
  • Filename
    6716977