Title :
Optimizing fuzzy logic with genetic algorithm
Author :
Uchibori, Akihiko ; Miyajima, Keiichi ; Shidama, Yasunari ; Yamaura, Hiroo
Author_Institution :
Dept. of Inf. Eng., Shinshu Univ., Nagano, Japan
Abstract :
We consider the existence of an optimal solution and the convergency of a genetic algorithm when it is used for optimizing fuzzy logic. The existence of an optimal solution is assured by the compactness of the the set of membership functions that defines the rules of the fuzzy logic. The convergency of the algorithm is assured by the compactness and the modification of the algorithm
Keywords :
convergence; fuzzy logic; fuzzy set theory; genetic algorithms; compactness; convergence; convergency; fuzzy logic; genetic algorithm; membership functions; optimal solution; Decision making; Fuzzy control; Fuzzy logic; Fuzzy sets; Genetic algorithms; Intelligent agent; Intelligent systems; Optimization methods;
Conference_Titel :
Knowledge-Based Intelligent Electronic Systems, 1998. Proceedings KES '98. 1998 Second International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-4316-6
DOI :
10.1109/KES.1998.725902