Wiener model based nonlinear predictive control

被引:50
作者
Gerksic, S
Juricic, D
Strmcnik, S
Matko, D
机构
[1] Jozef Stefan Inst, Dept Comp Automat & Control, SI-1000 Ljubljana, Slovenia
[2] Univ Ljubljana, Fac Elect Engn, SI-1000 Ljubljana, Slovenia
关键词
D O I
10.1080/002077200291307
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 addresses the problem of discrete-time nonlinear predictive control of Wiener systems. Wiener-model-based nonlinear predictive control combines the advantages of lineal-model-based predictive control and gain scheduling while retaining a moderate level of computational complexity. A clear relation is shown between an iteration in the optimization of the nonlinear control problem and the control problem of the underlying linear-model-based method. This relation has a simple form of gain scheduling, thus the properties of the nonlinear control system can be analysed from the comprehensible linear control aspect. Several disturbance rejection techniques ale proposed and compared. The method was tested on a simulated model of a pH neutralization process. The performance was excellent also in the case of a considerable plant-to-model mismatch. The method can be applied as a first next step in cases where the performance of linear control is unsatisfactory owing to process nonlinearity.
引用
收藏
页码:189 / 202
页数:14
相关论文
共 22 条
[1]  
Bazaraa M.S., 2013, Nonlinear Programming-Theory and Algorithms, V3rd
[2]   CONSTRAINED RECEDING-HORIZON PREDICTIVE CONTROL [J].
CLARKE, DW ;
SCATTOLINI, R .
IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS, 1991, 138 (04) :347-354
[3]  
Fletcher R., 1981, PRACTICAL METHODS OP
[4]   Nonlinear model predictive control using Hammerstein models [J].
Fruzzetti, KP ;
Palazoglu, A ;
McDonald, KA .
JOURNAL OF PROCESS CONTROL, 1997, 7 (01) :31-41
[5]   MODEL PREDICTIVE CONTROL - THEORY AND PRACTICE - A SURVEY [J].
GARCIA, CE ;
PRETT, DM ;
MORARI, M .
AUTOMATICA, 1989, 25 (03) :335-348
[6]   NONLINEAR QUADRATIC DYNAMIC MATRIX CONTROL WITH STATE ESTIMATION [J].
GATTU, G ;
ZAFIRIOU, E .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1992, 31 (04) :1096-1104
[7]  
Gill M., 1981, Practical Optimization
[8]   DYNAMIC MODELING AND REACTION INVARIANT CONTROL OF PH [J].
GUSTAFSSON, TK ;
WALLER, KV .
CHEMICAL ENGINEERING SCIENCE, 1983, 38 (03) :389-398
[9]   Adaptive nonlinear control of a pH neutralization process [J].
Henson, Michael A. ;
Seborg, Dale E. .
IEEE Transactions on Control Systems Technology, 1994, 2 (03) :169-182
[10]  
Henson M.A., 1997, NONLINEAR PROCESS CO, V4, P149