Fuzzy analytic hierarchy process with interval type-2 fuzzy sets

被引:340
作者
Kahraman, Cengiz [1 ]
Oztaysi, Basar [1 ]
Sari, Irem Ucal [1 ]
Turanoglu, Ebru [2 ]
机构
[1] Istanbul Tech Univ, Dept Ind Engn, TR-34367 Istanbul, Turkey
[2] Izmir Univ, Dept Ind Engn, TR-35350 Izmir, Turkey
关键词
Type-2 fuzzy sets; Fuzzy AHP; Fuzzy numbers; Multicriteria; Uncertainty; DECISION-MAKING; SELECTION; SYSTEMS;
D O I
10.1016/j.knosys.2014.02.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The membership functions of type-1 fuzzy sets have no uncertainty associated with it. While excessive arithmetic operations are needed with type-2 fuzzy sets with respect to type-1's, type-2 fuzzy sets generalize type-1 fuzzy sets and systems so that more uncertainty for defining membership functions can be handled. A type-2 fuzzy set lets us incorporate the uncertainty of membership functions into the fuzzy set theory. Some fuzzy multicriteria methods have recently been extended by using type-2 fuzzy sets. Analytic Hierarchy Process (AHP) is a widely used multicriteria method that can take into account various and conflicting criteria at the same time. Our objective is to develop an interval type-2 fuzzy AHP method together with a new ranking method for type-2 fuzzy sets. We apply the proposed method to a supplier selection problem. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:48 / 57
页数:10
相关论文
共 23 条
[1]  
[Anonymous], 1992, Fuzzy Multiple Attribute Decision Making: Methods and Applications
[2]  
[Anonymous], EUR J OPER RES
[3]  
Birgün S, 2010, STUD FUZZ SOFT COMP, V252, P417
[4]   MULTI-CRITERIA DECISION-ANALYSIS WITH FUZZY PAIRWISE COMPARISONS [J].
BOENDER, CGE ;
DEGRAAN, JG ;
LOOTSMA, FA .
FUZZY SETS AND SYSTEMS, 1989, 29 (02) :133-143
[5]   FUZZY HIERARCHICAL ANALYSIS [J].
BUCKLEY, JJ .
FUZZY SETS AND SYSTEMS, 1985, 17 (03) :233-247
[6]   A fuzzy multi-criteria decision approach for software development strategy selection [J].
Büyüközkan, G ;
Kahraman, C ;
Ruan, D .
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2004, 33 (2-3) :259-280
[7]   Applications of the extent analysis method on fuzzy AHP [J].
Chang, DY .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1996, 95 (03) :649-655
[8]  
Chen S.H., 1999, Journal of Chinese Fuzzy systems, V5, P1
[9]   Fuzzy multiple attributes group decision-making based on the interval type-2 TOPSIS method [J].
Chen, Shyi-Ming ;
Lee, Li-Wei .
EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (04) :2790-2798
[10]   Fuzzy multiple attributes group decision-making based on the ranking values and the arithmetic operations of interval type-2 fuzzy sets [J].
Chen, Shyi-Ming ;
Lee, Li-Wei .
EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (01) :824-833