Title :
An automatic design of fuzzy systems based on L-systems
Author :
Joonmin Gil ; Hwang, Chong-Sun
Author_Institution :
Dept. of Comput. Sci. & Eng., Korea Univ., Seoul, South Korea
Abstract :
In this paper, in order to reduce the explosive increase of the search space as the input dimension grows, we present a new representation method for the structure of fuzzy rules, a graph structured fuzzy system. The graph structured fuzzy system can flexibly cope with the increase of the input space by selecting these fuzzy rules that significantly affects the input space among the whole set of fuzzy rules. To obtain the optimal structure and parameters of fuzzy systems, an approach to the automatic design of fuzzy systems based on L-systems is also proposed. The proposed method can efficiently construct fuzzy membership functions and fuzzy rules without an need for user interaction by using the rewriting mechanism of L-systems.
Keywords :
computational complexity; directed graphs; fuzzy systems; optimisation; rewriting systems; L-systems; fuzzy membership functions; fuzzy rules; fuzzy system design; graph structured fuzzy system; optimal parameters; optimal structure; representation method; rewriting mechanism; search space; Computer science; Electronic mail; Encoding; Explosives; Fuzzy sets; Fuzzy systems; Genetics; Marine vehicles; Neural networks; Table lookup;
Conference_Titel :
Fuzzy Systems Conference Proceedings, 1999. FUZZ-IEEE '99. 1999 IEEE International
Conference_Location :
Seoul, South Korea
Print_ISBN :
0-7803-5406-0
DOI :
10.1109/FUZZY.1999.793276