Title :
Fuzzy systems with defuzzification are universal approximators
Author :
Castro, J.L. ; Delgado, M.
Author_Institution :
Dept. de Ciencias de la Comput. e Inteligencia Artificial, Granada Univ., Spain
fDate :
2/1/1996 12:00:00 AM
Abstract :
In this paper, we consider a fundamental theoretical question: Is it always possible to design a fuzzy system capable of approximating any real continuous function on a compact set with arbitrary accuracy? Moreover, we research whether the answer to the above question is positive when we restrict to a fixed (but arbitrary) type of fuzzy reasoning and to a subclass of fuzzy relations. This result can be viewed as an existence theorem of an optimal fuzzy system for a wide variety of problems
Keywords :
function approximation; fuzzy systems; inference mechanisms; defuzzification; fuzzy reasoning; fuzzy relations; fuzzy system; optimal fuzzy system; real continuous function; universal approximators; Artificial intelligence; Computer science; Control systems; Decision making; Expert systems; Fuzzy control; Fuzzy logic; Fuzzy reasoning; Fuzzy systems; Hybrid intelligent systems;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/3477.484447