Title :
Interval Type-2 Takagi-Sugeno fuzzy systems with linear rule consequent are universal approximators
Author_Institution :
Dept. of Electr. & Comput. Eng., Wayne State Univ., Detroit, MI, USA
Abstract :
Whether a rule-based fuzzy system has the ability to approximate any multivariate continuous function arbitrarily well is an important issue, especially for fuzzy control and fuzzy modeling. The answer to this issue concerning various Mamdani and Takagi-Sugeno (TS) fuzzy systems employing type-1 fuzzy sets is affirmative and well documented in the literature. As for type-2 (T2) fuzzy systems, the only result currently available is ours showing a general class of interval T2 Mamdani fuzzy systems to be universal approximators. In the present paper, we extend our investigation to cover a general class of interval T2 TS fuzzy systems with linear rule consequent. We prove constructively that this class is universal approximator by first proving that the fuzzy systems can uniformly approximate any polynomials arbitrarily accurately and then utilizing the Weierstrass approximation theorem to complete the proof.
Keywords :
function approximation; fuzzy set theory; fuzzy systems; knowledge based systems; polynomial approximation; Mamdani fuzzy system; Weierstrass approximation; interval type-2 Takagi-Sugeno fuzzy system; linear rule consequent; multivariate continuous function approximation; polynomial approximation; rule-based fuzzy system; type-1 fuzzy sets; universal approximator; Approximation methods; Function approximation; Fuzzy control; Fuzzy logic; Fuzzy sets; Fuzzy systems; Information processing; Input variables; Polynomials; Takagi-Sugeno model; TS fuzzy systems; function approximation; fuzzy control; fuzzy logic; fuzzy modeling; polynomials; type-2 fuzzy sets;
Conference_Titel :
Fuzzy Information Processing Society, 2009. NAFIPS 2009. Annual Meeting of the North American
Conference_Location :
Cincinnati, OH
Print_ISBN :
978-1-4244-4575-2
Electronic_ISBN :
978-1-4244-4577-6
DOI :
10.1109/NAFIPS.2009.5156481