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
[1]   NONLINEAR PREDICTIVE CONTROL USING MULTIRATE SAMPLING [J].
BEQUETTE, BW .
CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 1991, 69 (01) :136-143
[2]   NONLINEAR CONTROL OF CHEMICAL PROCESSES - A REVIEW [J].
BEQUETTE, BW .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1991, 30 (07) :1391-1413
[3]   SOLUTION OF DYNAMIC OPTIMIZATION PROBLEMS BY SUCCESSIVE QUADRATIC-PROGRAMMING AND ORTHOGONAL COLLOCATION [J].
BIEGLER, LT .
COMPUTERS & CHEMICAL ENGINEERING, 1984, 8 (3-4) :243-247
[4]  
BRENGEL DD, 1989, IND ENG CHEM RES, V67, P562
[5]   GENERALIZED PREDICTIVE CONTROL .1. THE BASIC ALGORITHM [J].
CLARKE, DW ;
MOHTADI, C ;
TUFFS, PS .
AUTOMATICA, 1987, 23 (02) :137-148
[6]  
CUTLER CR, 1980, P JOINT JAUT CONTR C
[7]   NONLINEAR MODEL-BASED CONTROL USING 2ND-ORDER VOLTERRA MODELS [J].
DOYLE, FJ ;
OGUNNAIKE, BA ;
PEARSON, RK .
AUTOMATICA, 1995, 31 (05) :697-714
[8]   Mathematical modeling of emulsion copolymerization of acrylonitrile/butadiene [J].
Dube, MA ;
Penlidis, A ;
Mutha, RK ;
Cluett, WR .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1996, 35 (12) :4434-4448
[9]  
GANGADHAR G, 1992, IND ENG CHEM RES, V31, P1096
[10]  
Garcia CE, 1984, AICHE ANN M SAN FRAN