DocumentCode
3442893
Title
The representation problem for additive fuzzy systems
Author
Watkins, Fred A.
Author_Institution
HyperLogic Corp., Escondido, CA, USA
Volume
1
fYear
1995
fDate
20-24 Mar 1995
Firstpage
117
Abstract
We produce representations algebraically and present a criterion based on partial derivatives. We prove that all bounded scalar functions of one variable have a fuzzy representation and that functions of two or more variables need not. We show that where a representation exists the number of rules in the corresponding fussy system is linear in the number of inputs. Also, use of bipolar membership functions can expand the domain of definition for a representation without increasing computational load. These results help explain the abilities and limitations of fuzzy systems to reproduce exact responses. Where suitable representations exist a substantial reduction in the number of rules is possible
Keywords
fuzzy logic; fuzzy set theory; fuzzy systems; partial differential equations; additive fuzzy systems; bipolar membership functions; bounded scalar functions; fuzzy representation; fuzzy rules; partial derivatives; Fuzzy logic; Fuzzy sets; Fuzzy systems; Systems engineering and theory;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems, 1995. International Joint Conference of the Fourth IEEE International Conference on Fuzzy Systems and The Second International Fuzzy Engineering Symposium., Proceedings of 1995 IEEE Int
Conference_Location
Yokohama
Print_ISBN
0-7803-2461-7
Type
conf
DOI
10.1109/FUZZY.1995.409669
Filename
409669
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