Structure analysis and system design for a class of Mamdani fuzzy controllers

被引:4
作者
Du, Xinyu
Zhang, Naiyao
Ying, Hao [1 ]
机构
[1] Wayne State Univ, Dept Elect & Comp Engn, Detroit, MI 48202 USA
[2] Tsing Hua Univ, Dept Automat, Beijing 100084, Peoples R China
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
fuzzy control; analysis; design; local stability; bounded-input bounded-output stability; controller structure;
D O I
10.1080/03081070701500067
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Analytical analysis of the structure of fuzzy controllers is important as it provides insightful information and makes it possible to eliminate or reduce the trial-and-error effort in system design. Most results available in the literature only deal with the fuzzy controllers using up to three input variables (i.e. PI, PD, or PID type with the input space being three dimensional at most). In this paper, we study a class of Mamdani fuzzy controllers whose input space can be arbitrary dimension. We derived mathematically the input-output relation for these fuzzy controllers. We also investigated the bounded-input bounded-output global stability as well as local stability of the fuzzy control systems. Based on the explicit input-output relation and the local stability property, a procedure for designing the fuzzy controllers regulating (nonlinear) plants is proposed. Its effectiveness is demonstrated by a numerical example with computer simulations.
引用
收藏
页码:83 / 101
页数:19
相关论文
共 16 条
[1]   Theoretical analysis of a fuzzy-logic controller with unequally spaced triangular membership functions [J].
Chen, CL ;
Wang, SN ;
Hsieh, CT ;
Chang, FY .
FUZZY SETS AND SYSTEMS, 1999, 101 (01) :87-108
[2]   Typical Takagi-Sugeno PI and PD fuzzy controllers: analytical structures and stability analysis [J].
Ding, YS ;
Ying, H ;
Shao, SH .
INFORMATION SCIENCES, 2003, 151 :245-262
[3]  
Du XY, 2004, CHINESE J ELECTRON, V13, P654
[4]  
Fan XZ, 2001, CHINESE J ELECTRON, V10, P326
[5]   New methodology for analytical and optimal design of fuzzy PID controllers [J].
Hu, B ;
Mann, GKI ;
Gosine, RG .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1999, 7 (05) :521-539
[6]   A systematic study of fuzzy PID controllers - Function-based evaluation approach [J].
Hu, BG ;
Mann, GKI ;
Gosine, RG .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2001, 9 (05) :699-712
[7]   FUZZY-LOGIC IN CONTROL-SYSTEMS - FUZZY-LOGIC CONTROLLER .1. [J].
LEE, CC .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1990, 20 (02) :404-418
[8]   Towards a paradigm for fuzzy logic control [J].
Lewis, FL ;
Liu, K .
AUTOMATICA, 1996, 32 (02) :167-181
[9]   HIERARCHICAL FUZZY CONTROL [J].
RAJU, GVS ;
ZHOU, J ;
KISNER, RA .
INTERNATIONAL JOURNAL OF CONTROL, 1991, 54 (05) :1201-1216
[10]   A linear output structure for fuzzy logic controllers [J].
Sun, HL ;
Liu, LX .
FUZZY SETS AND SYSTEMS, 2002, 131 (02) :265-270