MPC-based reference governor control of a continuous stirred-tank reactor

被引:21
作者
Holaza, Juraj [1 ]
Klauco, Martin [1 ]
Drgona, Jan [1 ]
Oravec, Juraj [1 ]
Kvasnica, Michal [1 ]
Fikar, Miroslav [1 ]
机构
[1] Slovak Univ Technol Bratislava, Inst Informat Engn Automat & Math, Radlinskeho 9, SK-81237 Bratislava, Slovakia
关键词
Model predictive control; Parametric programming; Reference governor; Continuous stirred-tank reactor; MODEL-PREDICTIVE CONTROL; PH; COMPUTATION;
D O I
10.1016/j.compchemeng.2017.09.020
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Optimal control of a CSTR represents a challenging task. The proposed paper discusses two issues. The first one addresses control of pH in a chemical vessel, where the reaction between sodium hydroxide and acetic acid occurs. The objective here is to improve control performance of a well tuned PI controller. It will be shown that this can be achieved by introducing a reference governor scheme. The second problem, elaborated in this paper, is the implementation of the reference governor paradigm. Concretely, we aim to design a fast and cheap MPC-based feedback controller. To achieve these goals, we exploit the region-less explicit technique, which efficiently reduces memory footprint issues of standard explicit MPC schemes. Such MPC-based reference governor was employed to control pH in the chemical vessel. Its control performance is compared with conventional PI controller. Finally, comparison of implementation requirements of region-less and region-based explicit techniques is investigated. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:289 / 299
页数:11
相关论文
共 41 条
[2]  
[Anonymous], 2014, Gurobi optimizer reference manual
[3]  
Astrom K J., 2006, ISA - The Instrumentation, Systems and Automation Society
[4]  
Bakogova M, 2012, IFAC C ADV PID CONTR, V45, P691
[5]   EFFICIENT ON-LINE COMPUTATION OF CONSTRAINED OPTIMAL CONTROL [J].
Baotic, Mato ;
Borrelli, Francesco ;
Bemporad, Alberto ;
Morari, Manfred .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2008, 47 (05) :2470-2489
[6]   The explicit linear quadratic regulator for constrained systems [J].
Bemporad, A ;
Morari, M ;
Dua, V ;
Pistikopoulos, EN .
AUTOMATICA, 2002, 38 (01) :3-20
[7]   Reference governor for constrained nonlinear systems [J].
Bemporad, A .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1998, 43 (03) :415-419
[8]  
Borrelli F., 2003, Lecture notes in Control and Information Sciences), V290
[9]  
Borrelli F., 2007, P 46 IEEE C DEC CONT, P1245
[10]   On the computation of linear model predictive control laws [J].
Borrelli, Francesco ;
Baotic, Mato ;
Pekar, Jaroslav ;
Stewart, Greg .
AUTOMATICA, 2010, 46 (06) :1035-1041