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.
Talk to us
Join us for a 30 min session where you can share your feedback and ask us any queries you have
Disclaimer: All third-party content on this website/platform is and will remain the property of their respective owners and is provided on "as is" basis without any warranties, express or implied. Use of third-party content does not indicate any affiliation, sponsorship with or endorsement by them. Any references to third-party content is to identify the corresponding services and shall be considered fair use under The CopyrightLaw.