An overview of fuzzy modeling for control

被引:181
作者
Babuska, R
Verbruggen, HB
机构
[1] Department of Electrical Engineering, Control Laboratory, Delft University of Technology, 2600 GA Delft
关键词
fuzzy modeling; nonlinear modeling; identification; nonlinear control; fuzzy clustering; learning;
D O I
10.1016/0967-0661(96)00175-X
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article some aspects of fuzzy modeling are discussed in connection with nonlinear system identification and control design. Methods for constructing fuzzy models from process data are reviewed, and attention is paid to the choice of a suitable fuzzy model structure for the identification task. Some approaches to control design based on a fuzzy model are outlined.
引用
收藏
页码:1593 / 1606
页数:14
相关论文
共 63 条
[51]   FUZZY MODELING AND CONTROL OF MULTILAYER INCINERATOR [J].
SUGENO, M ;
KANG, GT .
FUZZY SETS AND SYSTEMS, 1986, 18 (03) :329-345
[52]   FUZZY CONTROL OF MODEL CAR [J].
SUGENO, M ;
NISHIDA, M .
FUZZY SETS AND SYSTEMS, 1985, 16 (02) :103-113
[53]   Fuzzy-logic-based approach to qualitative modeling [J].
Sugeno, Michio ;
Yasukawa, Takahiro .
IEEE Transactions on Fuzzy Systems, 1993, 1 (01) :7-31
[54]  
SUGENO M, 1993, 5TH P IFSA WORLD C S, P179
[55]   FUZZY IDENTIFICATION OF SYSTEMS AND ITS APPLICATIONS TO MODELING AND CONTROL [J].
TAKAGI, T ;
SUGENO, M .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1985, 15 (01) :116-132
[56]   STABILITY ANALYSIS AND DESIGN OF FUZZY CONTROL-SYSTEMS [J].
TANAKA, K ;
SUGENO, M .
FUZZY SETS AND SYSTEMS, 1992, 45 (02) :135-156
[57]  
Terano T., 1994, APPL FUZZY SYSTEMS
[58]  
Wang L.:., 1994, Adaptive Fuzzy System and Control: Desing and Stability Analysis
[59]   CONSTRUCTION OF FUZZY MODELS THROUGH CLUSTERING-TECHNIQUES [J].
YOSHINARI, Y ;
PEDRYCZ, W ;
HIROTA, K .
FUZZY SETS AND SYSTEMS, 1993, 54 (02) :157-165
[60]   OUTLINE OF A NEW APPROACH TO ANALYSIS OF COMPLEX SYSTEMS AND DECISION PROCESSES [J].
ZADEH, LA .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1973, SMC3 (01) :28-44