On T-Norms for Type-2 Fuzzy Sets

被引:46
作者
Hernandez, Pablo [1 ]
Cubillo, Susana [2 ]
Torres-Blanc, Carmen [2 ]
机构
[1] Natl Expt Univ Tachira, Dept Math & Phys, San Cristobal 5001, Venezuela
[2] Univ Politecn Madrid, Dept Appl Math, Madrid 28660, Spain
关键词
Functions from [0,1] to [0,1; normal and convex functions; t-conorms; t-norms; type-2 fuzzy sets (T2FSs); INTERVAL-VALUED FUZZY; REPRESENTATION; GENERATION; REDUCTION; ALGORITHM; PRODUCT;
D O I
10.1109/TFUZZ.2014.2346247
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Type-2 fuzzy sets (T2FSs) were introduced by Zadeh in 1975 as an extension of type-1 fuzzy sets. The degree of membership of an element for T2FSs is a fuzzy set in [0, 1], that is, a T2FS is determined by a membership function from the universe of discourse X to M, where M is the set of functions from [0, 1] to [0, 1]. Walker and Walker extended the definitions of t-norm (triangular norm) and t-conorm to L (subset of normal and convex functions of M), establishing the t(r)-norms and t(r)-conorms (according to the "restrictive axioms" given by them), and defined two families of binary operations on M and found that, under certain conditions, these operations are t(r)-norms or t(r)-conorms on L. In this paper, we introduce more general binary operations on M than those given by Walker and Walker and study which of the minimum conditions necessary for these operations satisfy each of the axioms of the t(r)-norm and t(r)-conorm. In particular, interesting results about the closure properties are obtained, and the main result of the paper provides sufficient conditions for the given operations to be t(r)-norms or t(r)-conorms on L.
引用
收藏
页码:1155 / 1163
页数:9
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