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
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;
Journal_Title :
Mechatronics, IEEE/ASME Transactions on
DOI :
10.1109/TMECH.2013.2297151