DocumentCode
3203464
Title
Constrained generalized predictive control strategy for three-level air tank pressure system
Author
He Jianjun ; Tang Qianyuan ; Bai Yunpeng ; Xu Degang
Author_Institution
Coll. of Inf. Sci. & Eng., Central South Univ., Changsha, China
fYear
2015
fDate
23-25 May 2015
Firstpage
404
Lastpage
409
Abstract
The three-level air tank system is widely used in the industrial manufacture as gas storage device. Because of its features like time-delay and great inertia, usually it is very difficult for the traditional PID controller to achieve ideal control performance. Aiming at solving practical problems, in this paper, we have proposed a constrained generalized predictive control (GPC) algorithm that the input amplitude, input-change-rate and output are constrained. In this algorithm, the system parameters are identified by recursive least squares (RLS) algorithm, and the prediction model is obtained by solving the Diophantine equations. The active set method is firstly applied to solve the quadratic programming, and then this rolling optimization strategy is used to calculate and obtain the optimal control law. Finally, compared with the other methods in physical experiments, our approach is more effective and can remarkably improve the control performance.
Keywords
delays; least mean squares methods; optimal control; predictive control; pressure control; quadratic programming; tanks (containers); three-term control; Diophantine equations; GPC; PID controller; RLS; constrained generalized predictive control algorithm; constrained generalized predictive control strategy; gas storage device; industrial manufacture; input-change-rate; optimal control law; quadratic programming; recursive least squares algorithm; rolling optimization strategy; three-level air tank pressure system; time-delay; Control systems; Prediction algorithms; Predictive control; Quadratic programming; Valves; Adaptive control; Generalized predictive control; Operation constraints; Quadratic programming;
fLanguage
English
Publisher
ieee
Conference_Titel
Control and Decision Conference (CCDC), 2015 27th Chinese
Conference_Location
Qingdao
Print_ISBN
978-1-4799-7016-2
Type
conf
DOI
10.1109/CCDC.2015.7161726
Filename
7161726
Link To Document