Ranking type-2 fuzzy numbers

被引:52
作者
Mitchell, HB [1 ]
机构
[1] Elta Syst Ltd, Sect 6174, IL-77140 Ashdod, Israel
关键词
fuzzy ranking; type-2 fuzzy numbers; type-2 fuzzy sets;
D O I
10.1109/TFUZZ.2005.864078
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 are a generalization of the ordinary fuzzy sets in which each type-2 fuzzy set is characterized by a fuzzy membership function. In this paper, we consider the problem of ranking a set of type-2 fuzzy numbers. We adopt a statistical viewpoint and interpret each type-2 fuzzy number as an ensemble of ordinary fuzzy numbers. This enables us to define a type-2 fuzzy rank and a type-2 rank uncertainty for each intuitionistic fuzzy number. We show the reasonablesness of the results obtained by examining several test cases.
引用
收藏
页码:287 / 294
页数:8
相关论文
共 42 条
[1]   A REVIEW OF SOME METHODS FOR RANKING FUZZY SUBSETS [J].
BORTOLAN, G ;
DEGANI, R .
FUZZY SETS AND SYSTEMS, 1985, 15 (01) :1-19
[2]   A COMPARISON OF SIMILARITY MEASURES OF FUZZY VALUES [J].
CHEN, SM ;
YEH, MS ;
HSIAO, PY .
FUZZY SETS AND SYSTEMS, 1995, 72 (01) :79-89
[3]  
CROSS V, 1998, P FUZZ IEEE 98 MAY
[4]  
CROSS V, 1998, P NAFIPS 98
[5]  
Dubois D., 1980, FUZZY SET SYST
[6]   THE IF THEN ELSE STATEMENT AND INTERVAL-VALUED FUZZY-SETS OF HIGHER TYPE [J].
HISDAL, E .
INTERNATIONAL JOURNAL OF MAN-MACHINE STUDIES, 1981, 15 (04) :385-455
[7]   Similarity measures between type-2 fuzzy sets [J].
Hung, WL ;
Yang, MS .
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2004, 12 (06) :827-841
[8]  
John RI, 1998, IEEE SYS MAN CYBERN, P2068, DOI 10.1109/ICSMC.1998.728203
[9]   Type 2 fuzzy sets: An appraisal of theory and applications [J].
John, RI .
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 1998, 6 (06) :563-576
[10]   Centroid of a type-2 fuzzy set [J].
Karnik, NN ;
Mendel, JM .
INFORMATION SCIENCES, 2001, 132 (1-4) :195-220