Title :
Type-reduction of the discretised interval type-2 fuzzy set: What happens as discretisation becomes finer?
Author :
Greenfield, Sarah ; Chiclana, Francisco
Author_Institution :
Centre for Comput. Intell., De Montfort Univ., Leicester, UK
Abstract :
The defuzzification of a type-2 fuzzy set is a two stage process consisting of firstly type-reduction, and secondly defuzzification of the resultant type-1 set. This paper considers three approaches to discrete interval type-reduction: 1) The exhaustive method which produces the Type-Reduced Set (TRS), 2) the Greenfield-Chiclana Collapsing Defuzzifier which gives rise to the Representative Embedded Set Approximation (RESA), and 3) the Nie-Tan Method from which the Nie-Tan Set (NTS) is derived. In the discrete case these three type-1 sets are distinct. This paper investigates the relationships between the three sets under fine discretisation, in order to shed light on the relationships between the continuous versions of these type-1 sets.
Keywords :
approximation theory; fuzzy reasoning; fuzzy set theory; Greenfield-Chiclana collapsing defuzzifier; Nie-Tan method; Nie-Tan set; discrete interval type-reduction; discretised interval type-2 fuzzy set; exhaustive method; fuzzy inferencing system; representative embedded set approximation; type-2 fuzzy set defuzzification; type-reduced set; Accuracy; Approximation methods; Convergence; Equations; Fuzzy logic; Fuzzy sets; Operating systems; Greenfield-Chiclana Collapsing Defuzzifier; Nie-Tan Method; Type-Reduced Set; Type-reduction; interval type-2 fuzzy set;
Conference_Titel :
Advances in Type-2 Fuzzy Logic Systems (T2FUZZ), 2011 IEEE Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-61284-077-2
DOI :
10.1109/T2FUZZ.2011.5949564