Nonlinear model-based predictive control of control nonaffine systems

被引:32
作者
Mutha, RK
Cluett, WR
Penlidis, A
机构
[1] UNIV TORONTO,DEPT CHEM ENGN & APPL CHEM,TORONTO,ON M5S 3ES,CANADA
[2] UNIV WATERLOO,DEPT CHEM ENGN,WATERLOO,ON N2L 3G1,CANADA
关键词
model-based control; nonlinear control; predictive control; process control; polymer reactor control;
D O I
10.1016/S0005-1098(96)00220-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new nonlinear model-based predictive control (NLMPC) algorithm, designed to handle control nonaffine systems (nonlinear in the manipulated variable), which is based on a reinterpretation of the prediction equation as a Taylor series expansion. They key feature of this algorithm lies in the use of a process output prediction that accounts for changes in process dynamics as a function of the operating point as well as of the magnitude of the process input change. From this algorithm, a suboptimal NLMPC algorithm is derived to improve computational efficiency for real-time applications. The performance improvement of the new algorithm is illustrated by comparing it with a standard nonlinear model-based predictive control algorithm using three examples. The first two examples are simulations of simple static nonlinear systems, and the third example is a simulation of a semibatch acrylonitrile-butadiene (NBR) emulsion polymerization process. (C) 1997 Elsevier Science Ltd.
引用
收藏
页码:907 / 913
页数:7
相关论文
共 29 条
[11]  
GENCELI H, 1995, AICHE J, V41, P2098
[12]   CONTROL OF NONLINEAR-SYSTEMS USING POLYNOMIAL ARMA MODELS [J].
HERNANDEZ, E ;
ARKUN, Y .
AICHE JOURNAL, 1993, 39 (03) :446-460
[13]   MULTIPLE STEADY-STATES IN IDEAL 2-PRODUCT DISTILLATION [J].
JACOBSEN, EW ;
SKOGESTAD, S .
AICHE JOURNAL, 1991, 37 (04) :499-511
[14]   EXTENDED KALMAN FILTER BASED NONLINEAR MODEL-PREDICTIVE CONTROL [J].
LEE, JH ;
RICKER, NL .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1994, 33 (06) :1530-1541
[15]   A STATE-SPACE FORMULATION FOR MODEL PREDICTIVE CONTROL [J].
LI, SF ;
LIM, KY ;
FISHER, DG .
AICHE JOURNAL, 1989, 35 (02) :241-249
[16]  
LI WC, 1989, CHEM ENG RES DES, V67, P562
[17]   A CONSTRAINED PSEUDO-NEWTON CONTROL STRATEGY FOR NONLINEAR-SYSTEMS [J].
LI, WC ;
BIEGLER, LT ;
ECONOMOU, CG ;
MORARI, M .
COMPUTERS & CHEMICAL ENGINEERING, 1990, 14 (4-5) :451-468
[18]   RAPID COMPUTATION OF THE JACOBIAN MATRIX FOR OPTIMIZATION OF NONLINEAR DYNAMIC PROCESSES [J].
MORSHEDI, AM ;
LIN, HY ;
LUECKE, RH .
COMPUTERS & CHEMICAL ENGINEERING, 1986, 10 (04) :367-376
[19]  
MORSHEDI AM, 1986, P 3 INT C CHEM PROC, P547
[20]  
MUTHA RK, 1997, IND ENG CHEM RES MAY