Title :
General interval type-2 Mamdani fuzzy systems are universal approximators
Author_Institution :
Dept. of Electr. & Comput. Eng., Wayne State Univ., Detroit, MI
Abstract :
Fuzzy systems using type-2 fuzzy sets and fuzzy logic are important and are indeed gaining increasing attention in the literature (e.g., type-2 fuzzy controllers and fuzzy models). A fundamental question is whether a type-2 fuzzy system is a universal approximator in that it is capable of uniformly approximating any real continuous function on a compact domain to any degree of accuracy. Up to date, no work addressing this issue can be found in the literature. In this paper, we constructively prove that a general class of Mamdani interval type-2 fuzzy systems is universal approximator. This result lays a theoretical foundation for the fuzzy systems development.
Keywords :
approximation theory; fuzzy logic; fuzzy set theory; fuzzy systems; type theory; fuzzy logic; general interval type-2 Mamdani fuzzy system; type-2 fuzzy sets; universal approximator; Control system synthesis; Fuzzy control; Fuzzy logic; Fuzzy sets; Fuzzy systems; Input variables; Mathematics; Process control;
Conference_Titel :
Fuzzy Information Processing Society, 2008. NAFIPS 2008. Annual Meeting of the North American
Conference_Location :
New York City, NY
Print_ISBN :
978-1-4244-2351-4
Electronic_ISBN :
978-1-4244-2352-1
DOI :
10.1109/NAFIPS.2008.4531255