Title :
MPC-based method dealing with vacant sampling and data rejection in networked control systems
Author :
Yu, Jian-Yong ; Mei, Yi-Min ; Yu, Shi-Ming
Author_Institution :
Coll. of Inf. Eng., Zhejiang Univ. of Technol., Hangzhou, China
Abstract :
A networked control system (NCS), due to the uncertainty of stochastic network-induced delay, may induce vacant sampling, data rejection, and the loss of data packet, which degrade control system´s performance and even make a system unstable. In order to overcome these adverse influences on an NCS, the work presents a method of dealing with these issues based on model predictive control (MPC), and compares it with the existing try-once-discard (TOD) strategy. The proposed algorithm adopts the predictive value if a controller and an actuator have not received a new value within a given tune interval. The simulation results show that the algorithm can improve control performance.
Keywords :
control engineering computing; delays; distributed control; predictive control; MPC-based method; data packet loss; data rejection; model predictive control; networked control system; stochastic network-induced delay; try-once-discard strategy; vacant sampling; Control systems; Degradation; Networked control systems; Prediction algorithms; Predictive control; Predictive models; Sampling methods; Stochastic systems; System performance; Uncertainty;
Conference_Titel :
Machine Learning and Cybernetics, 2004. Proceedings of 2004 International Conference on
Print_ISBN :
0-7803-8403-2
DOI :
10.1109/ICMLC.2004.1380757