A novel fuzzy system with dynamic rule base
IEEE Transactions on Fuzzy Systems
Function approximation, Fuzzy system, Fuzzy theory
A new fuzzy system containing a dynamic rule base is proposed in this paper. The novelty of the proposed system is in the dynamic nature of its rule base which has a fixed number of rules and allows the fuzzy sets to dynamically change or move with the inputs. The number of the rules in the proposed system can be small, and chosen by the designer. The focus of this article is mainly on the approximation capability of this fuzzy system. The proposed system is capable of approximating any continuous function on an arbitrarily large compact domain. Moreover, it can even approximate any uniformly continuous function on infinite domains. This paper addresses existence conditions, and as well provides constructive sufficient conditions so that the new fuzzy system can approximate any continuous function with bounded partial derivatives. Finally, an example is given to show how the proposed fuzzy system can be effectively used for system modeling and control. © 2005 IEEE.
Chen, Weitian and Saif, Mehrdad. (2005). A novel fuzzy system with dynamic rule base. IEEE Transactions on Fuzzy Systems, 13 (5), 569-582.