Multi-criteria optimization in nonlinear predictive control

被引：33
作者：
Laabidi, Kaouther [1 ]
Bouani, Faouzi [2 ]
Ksouri, Mekki [3 ]
机构：
[1] Ecole Super Technol & Informat, Charguia, Tunisia
[2] Inst Natl Sci Appl & Technol, Tunis, Tunisia
[3] Ecole Natl Ingn Tunis, Tunis, Tunisia
来源：
MATHEMATICS AND COMPUTERS IN SIMULATION | 2008年 / 76卷 / 5-6期
关键词：
nonlinear predictive control; genetic algorithms; neural networks; multi-criteria optimization; multi-model control;
D O I：
10.1016/j.matcom.2007.04.002
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
The multi-criteria predictive control of nonlinear dynamical systems based on Artificial Neural Networks (ANNs) and genetic algorithms (GAs) are considered. The (ANNs) are used to determine process models at each operating level; the control action is provided by minimizing a set of control objective which is function of the future prediction output and the future control actions in tacking in account constraints in input signal. An aggregative method based on the Non-dominated Sorting Genetic Algorithm (NSGA) is applied to solve the multi-criteria optimization problem. The results obtained with the proposed control scheme are compared in simulation to those obtained with the multi-model control approach. (c) 2007 IMACS. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码：363 / 374
页数：12
相关论文
共 23 条
[1]  
[Anonymous], 1995, THESIS U SHEFFIELD
[2]  
CLARK D, 1987, J CAN DENT ASSOC, V2, P137
[3]  
Collette Y., 2002, Optimisation Multiobjective
[4]  
DELMOTTE F, 1997, THESIS U LILLE LILLE
[5]   A practical multiple model adaptive strategy for single-loop MPC [J].
Dougherty, D ;
Cooper, D .
CONTROL ENGINEERING PRACTICE, 2003, 11 (02) :141-159
[6]  
Goldberg David E., 1991, Genetic algorithms in search, optimization, and machine learning
[7]  
HERRERA F, 1996, P C INT TECHN SOFT C, P1
[8]  
HERRORS A, 2002, ENG APPL ARTIF INTEL, V15, P215
[9]   NEURAL NETWORKS FOR CONTROL-SYSTEMS - A SURVEY [J].
HUNT, KJ ;
SBARBARO, D ;
ZBIKOWSKI, R ;
GAWTHROP, PJ .
AUTOMATICA, 1992, 28 (06) :1083-1112
[10]  
KSOURILAHMARI M, 1999, THESIS U LILE LILLE
123