Fuzzy Fractional-Order PID Controller Design using Multi-Objective Optimization

被引：0

作者：

Hajiloo, Amir ^{[1
]}

Xie, Wen-Fang ^{[1
]}

机构：

[1] Concordia Univ, Dept Mech & Ind Engn, Montreal, PQ, Canada

来源：

PROCEEDINGS OF THE 2013 JOINT IFSA WORLD CONGRESS AND NAFIPS ANNUAL MEETING (IFSA/NAFIPS) | 2013年

关键词：

SYSTEMS;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The design of the optimal fuzzy fractional-order PID controller is addressed in this work. A multi-objective genetic algorithm is used to design rule base and membership functions of the fuzzy logic systems optimally. Three conflicting objective functions in both time and frequency domains have been used in Pareto design of the fuzzy fractional-order PID controller. The obtained results reveal the supremacy of the proposed method in comparison with the fractional-order PID controllers.

引用

页码：1445 / 1450

页数：6

共 11 条

[1] Performance of fractional PID algorithms controlling nonlinear systems with saturation and backlash phenomena [J].

Barbosa, Ramiro S. ;

Machado, J. A. Tenreiro ;

Galhano, Alexandra M. .

JOURNAL OF VIBRATION AND CONTROL, 2007, 13 (9-10) :1407-1418

[2] Design of fractional-order PIλDμ controllers with an improved differential evolution [J].

Biswas, Arijit ;

Das, Swagatam ;

Abraham, Ajith ;

Dasgupta, Sambarta .

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2009, 22 (02) :343-350

[3] A new graphical visualization of n-dimensional Pareto front for decision-making in multiobjective optimization [J].

Blasco, X. ;

Herrero, J. M. ;

Sanchis, J. ;

Martinez, M. .

INFORMATION SCIENCES, 2008, 178 (20) :3908-3924

[4] PIλDμ controller design for integer and fractional plants using piecewise orthogonal functions [J].

Bouafoura, Mohamed Karim ;

Braiek, Naceur Benhadj .

COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2010, 15 (05) :1267-1278

[5] Tuning of fuzzy controller for an open-loop unstable system: a genetic approach [J].

Chan, PT ;

Xie, WF ;

Rad, AB .

FUZZY SETS AND SYSTEMS, 2000, 111 (02) :137-152

[6] Fractional Order Control - A Tutorial [J].

Chen, YangQuan ;

Petras, Ivo ;

Xue, Dingyue .

2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9, 2009, :1397-+

[7] Pareto optimal robust design of fractional-order PID controllers for systems with probabilistic uncertainties [J].

Hajiloo, A. ;

Nariman-zadeh, N. ;

Moeini, Ali .

MECHATRONICS, 2012, 22 (06) :788-801

[8] Tuning and auto-tuning of fractional order controllers for industry applications [J].

Monje, Concepcion A. ;

Vinagre, Blas M. ;

Feliu, Vicente ;

Chen, YangQuan .

CONTROL ENGINEERING PRACTICE, 2008, 16 (07) :798-812

[9]

Monje CA, 2010, ADV IND CONTROL, P3, DOI 10.1007/978-1-84996-335-0

[10]

Park YJ, 1995, IEEE C EVOL COMPUTAT, P831, DOI 10.1109/ICEC.1995.487494

← 1 2 →