DocumentCode
2456089
Title
How many rules are necessary to get a “good” fuzzy controller for a control problem?
Author
Castro, J.L.
Author_Institution
Dept. de Ciencias de la Comput. e Inteligencia Artificial, Granada Univ., Spain
Volume
2
fYear
1997
fDate
1-5 Jul 1997
Firstpage
749
Abstract
This paper deal with a fundamental question in fuzzy control: How many rules are necessary to get a good fuzzy controller for my control problem? We shall give an upper bound answer to this question in the framework of fuzzy controllers with product conjunction, triangular or cubic membership functions and weighted sum of centroid defuzzification. In order to find this bound, under the hypothesis that the control function is continuous, and fixed the labels of the input variables of the controller we shall establish the existence of an optimal fuzzy controller for each control problem. Moreover, under the hypothesis that the control function is two or four times differentiable with continuity, we shall find an upper bound of the error of the optimal fuzzy controller
Keywords
control system synthesis; fuzzy control; optimal control; centroid defuzzification weighted sum; cubic membership functions; optimal fuzzy controller; product conjunction; triangular membership functions; Control systems; Error correction; Fuzzy control; Fuzzy logic; Fuzzy sets; Fuzzy systems; Humans; Optimal control; Telecommunication standards; Upper bound;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems, 1997., Proceedings of the Sixth IEEE International Conference on
Conference_Location
Barcelona
Print_ISBN
0-7803-3796-4
Type
conf
DOI
10.1109/FUZZY.1997.622804
Filename
622804
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