Design of a model identification fuzzy adaptive controller and stability analysis of nonlinear processes

被引:19
作者
Sagias, DI [1 ]
Sarafis, EN [1 ]
Siettos, CI [1 ]
Bafas, GV [1 ]
机构
[1] Natl Tech Univ Athens, Dept Chem Engn, GR-15780 Athens, Greece
关键词
nonlinear system; limit points; stability analysis; model identification fuzzy adaptive controller;
D O I
10.1016/S0165-0114(99)00153-0
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper deals with the design of a model identification fuzzy adaptive controller with real-time scaling factors adjustment and the stability analysis of nonlinear distributed parameter systems. The solution branch of such systems frequently contains limit points (or turning points) which represent the boundary between stability and instability of the system. Hence, stability analysis is required for the determination of the stable and unstable operating regions. The performance of the proposed fuzzy self-tuning controller is compared to an equivalent conventional adaptive controller, over a wide range of step disturbances and operating regions. The proposed fuzzy adaptive scheme in comparison with the conventional adaptive scheme exhibits a much robust response, shorter settling times, overshooting less the controlled variable and smaller IAE of the manipulated variable for the entire range of step disturbances. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:169 / 179
页数:11
相关论文
共 25 条
[1]  
ABBOTT JP, 1978, J COMPUT APPL MATH, V4, P19, DOI DOI 10.1016/0771-050X(78)90015-3
[2]  
[Anonymous], 1991, FUZZY SET THEORY ITS
[3]  
Astrom K. J., 1995, ADAPTIVE CONTROL
[4]   THEORY AND APPLICATIONS OF ADAPTIVE-CONTROL - A SURVEY [J].
ASTROM, KJ .
AUTOMATICA, 1983, 19 (05) :471-486
[5]   ADAPTIVE EXPERT CONTROL [J].
BATUR, C ;
KASPARIAN, V .
INTERNATIONAL JOURNAL OF CONTROL, 1991, 54 (04) :867-881
[6]  
Boudouvis A. G., 1986, International Journal of Modelling and Simulation, V6, P102
[7]  
BRENNAN KE, 1989, NUMERICAL SOLUTION I
[8]   A HEURISTIC SELF-TUNING FUZZY CONTROLLER [J].
CHOU, CH ;
LU, HC .
FUZZY SETS AND SYSTEMS, 1994, 61 (03) :249-264
[9]   Model reference adaptive fuzzy control: A linguistic space approach [J].
Chou, CH .
FUZZY SETS AND SYSTEMS, 1998, 96 (01) :1-20
[10]  
DAUGHERITY WC, 1992, P IEEE INT C FUZZ SY, P389