DocumentCode :
2648775
Title :
Explicit model predictive control of networked control systems with packet dropout
Author :
Zhang Ju ; Qin Ting ; Zhang Haihua
Author_Institution :
Coll. of Inf. Eng., Zhejiang Univ. of Technol., Hangzhou, China
fYear :
2012
fDate :
23-25 May 2012
Firstpage :
861
Lastpage :
866
Abstract :
In order to estimate the packet dropout in Networked Control Systems (NCS), this paper presents an explicit model predictive control. We firstly transform the model for networked control systems with data packet dropout into piecewise affine form. Then we solve a constrained optimal control problem with PWA model. By using the method of explicit predictive control, which is based on multi-parametric quadratic programming method, we get a state feedback control law which is explicit to the states. Based on this control law, we show that the control law is piece-wise linear and continuous for the finite horizon problem. Thus, the on-line control computation reduces to the simple evaluation of a piecewise affine model. Since the algorithm does not require repeated line optimization, it improves the on-line calculation speed of the controller, making the system better real-time. The algorithm deals with the data packet dropout well. Simulation results show the effectiveness of the method.
Keywords :
networked control systems; optimal control; piecewise linear techniques; predictive control; quadratic programming; state feedback; NCS; PWA model; constrained optimal control problem; data packet dropout; explicit model predictive control; finite horizon problem; model transformation; multiparametric quadratic programming method; networked control systems; online control computation; packet dropout estimation; piecewise affine model evaluation; piecewise continuous control law; piecewise linear control law; state feedback control law; Abstracts; Educational institutions; MATLAB; Networked control systems; Prediction algorithms; Predictive control; explicit model predictive control; multi-parametric quadratic programming; network control system; piecewise affine model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control and Decision Conference (CCDC), 2012 24th Chinese
Conference_Location :
Taiyuan
Print_ISBN :
978-1-4577-2073-4
Type :
conf
DOI :
10.1109/CCDC.2012.6242987
Filename :
6242987
Link To Document :
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