An optimal fuzzy PID controller

被引:295
作者
Tang, KS [1 ]
Man, KF
Chen, GR
Kwong, S
机构
[1] City Univ Hong Kong, Dept Elect Engn, Kowloon, Hong Kong, Peoples R China
[2] City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
关键词
fuzzy control; genetic algorithm; optimization; proportional-integral-derivative controller;
D O I
10.1109/41.937407
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 introduces an optimal fuzzy proportional-integral-derivative (PID) controller. The fuzzy PID controller is a discrete-time version of the conventional PID controller, which preserves the same linear structure of the proportional, integral, and derivative parts but has constant coefficient yet self-tuned control gains. Fuzzy logic is employed only for the design; the resulting controller does not need to execute any fuzzy rule base, and is actually a conventional PID controller with analytic formulas. The main improvement is in endowing the classical controller with a certain adaptive control capability. The constant PID control gains are optimized by using the multiobjective generic algorithm (MOGA), thereby yielding an optimal fuzzy PID controller. Computer simulations are shown to demonstrate its improvement over the fuzzy PID controller without MOGA optimization.
引用
收藏
页码:757 / 765
页数:9
相关论文
共 24 条
[1]  
ASTROM KJ, 1992, AUTOMATICA, V28, P1, DOI 10.1016/0005-1098(92)90002-W
[2]  
ASTROM KJ, 1992, ADAPTIVE SYSTEMS CON, P360
[3]  
ASTROM KJ, 1992, ADAPTIVE SYSTEMS CON, P371
[4]  
Bennett S., 1993, IEEE Control Systems Magazine, V13, P58, DOI 10.1109/37.248006
[5]  
CAMACHO EF, 1988, P INT IFAC S POW SYS
[6]   Fuzzy PID controller: Design, performance evaluation, and stability analysis [J].
Carvajal, J ;
Chen, GR ;
Ogmen, H .
INFORMATION SCIENCES, 2000, 123 (3-4) :249-270
[7]  
Chen G., 2000, INTRO FUZZY SETS FUZ
[8]  
CHEN G, 1997, INT J INTELL CONTROL, V5, P3
[9]  
Chen G., 1996, INT J INTELL CONTR S, V1, P235, DOI DOI 10.1142/S0218796596000155
[10]  
Cho HJ, 1997, FUZZY SET SYST, V92, P305, DOI 10.1016/S0165-0114(96)00175-3