Controller Tuning by Means of Multi-Objective Optimization Algorithms: A Global Tuning Framework

被引:52
作者
Reynoso-Meza, Gilberto [1 ]
Garcia-Nieto, Sergio [1 ]
Sanchis, Javier [1 ]
Blasco, F. Xavier [1 ]
机构
[1] Univ Politecn Valencia, Inst Univ Automat & Informat Ind, Valencia 46022, Spain
关键词
Controller tuning; decision making; evolutionary algorithm; multiobjective optimization; proportional-integral-derivative (PID) tuning; MODEL-PREDICTIVE CONTROL; EVOLUTIONARY ALGORITHMS; DECISION-MAKING; DIFFERENTIAL EVOLUTION; INTELLIGENT CONTROL; PID CONTROLLERS; DESIGN; ROBUST; SYSTEM;
D O I
10.1109/TCST.2012.2185698
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A holistic multi-objective optimization design technique for controller tuning is presented. This approach gives control engineers greater flexibility to select a controller that matches their specifications. Furthermore, for a given controller it is simple to analyze the tradeoff achieved between conflicting objectives. By using the multi-objective design technique it is also possible to perform a global comparison between different control strategies in a simple and robust way. This approach thereby enables an analysis to be made of whether a preference for a certain control technique is justified. This proposal is evaluated and validated in a nonlinear multiple-input multiple-output system using two control strategies: a classical proportional-integral-derivative control scheme and a feedback state controller.
引用
收藏
页码:445 / 458
页数:14
相关论文
共 66 条
[21]  
Giacoman-Zarzar M, 2008, P 17 IFAC WORLD C, P8834
[22]   A novel approach for H2/H∞ robust PID synthesis for uncertain systems [J].
Goncalves, Eduardo N. ;
Palhares, Reinaldo M. ;
Takahashi, Ricardo H. C. .
JOURNAL OF PROCESS CONTROL, 2008, 18 (01) :19-26
[23]   Pareto-adaptive ε-dominance [J].
Hernandez-Diaz, Alfredo G. ;
Santana-Quintero, Luis V. ;
Coello, Carlos A. Coello ;
Molina, Julian .
EVOLUTIONARY COMPUTATION, 2007, 15 (04) :493-517
[24]   Design of PID-type controllers using multiobjective genetic algorithms [J].
Herreros, A ;
Baeyens, E ;
Perán, JR .
ISA TRANSACTIONS, 2002, 41 (04) :457-472
[25]   The plane with parallel coordinates [J].
Inselberg, Alfred .
VISUAL COMPUTER, 1985, 1 (02) :69-91
[26]   Covariance matrix adaptation evolution strategy based design of centralized PID controller [J].
Iruthayarajan, M. Willjuice ;
Baskar, S. .
EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (08) :5775-5781
[27]   Evolutionary algorithms based design of multivariable PID controller [J].
Iruthayarajan, M. Willjuice ;
Baskar, S. .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (05) :9159-9167
[28]  
Ishibuchi H, 2008, IEEE C EVOL COMPUTAT, P2419, DOI 10.1109/CEC.2008.4631121
[29]   Comparison of classical control and intelligent control for a MIMO system [J].
Juang, Jih-Gau ;
Lin, Ren-Wei ;
Liu, Wen-Kai .
APPLIED MATHEMATICS AND COMPUTATION, 2008, 205 (02) :778-791
[30]  
Kim SH, 2001, IEEE T IND ELECTRON, V48, P467, DOI 10.1109/41.915427