Some q-rung orthopair uncertain linguistic aggregation operators and their application to multiple attribute group decision making

被引:48
作者
Liu, Zhengmin [1 ]
Xu, Hongxue [1 ]
Yu, Yuannian [1 ]
Li, Junqing [2 ,3 ]
机构
[1] Shandong Univ Finance & Econ, Sch Management Sci & Engn, Jinan 250014, Shandong, Peoples R China
[2] Shandong Normal Univ, Sch Informat & Engn, Jinan 250014, Shandong, Peoples R China
[3] Liaocheng Univ, Sch Comp, Liaocheng, Shandong, Peoples R China
基金
中国国家自然科学基金;
关键词
aggregation operator; multiattribute group decision making; q-rung orthopair fuzzy set; q-rung orthopair uncertain linguistic set; OPTIMIZATION ALGORITHM;
D O I
10.1002/int.22159
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
q-Rung orthopair fuzzy sets (q-ROFSs), originally presented by Yager, are a powerful fuzzy information representation model, which generalize the classical intuitionistic fuzzy sets and Pythagorean fuzzy sets and provide more freedom and choice for decision makers (DMs) by allowing the sum of the qth power of the membership and the qth power of the nonmembership to be less than or equal to 1. In this paper, a new class of fuzzy sets called q-rung orthopair uncertain linguistic sets (q-ROULSs) based on the q-ROFSs and uncertain linguistic variables (ULVs) is proposed, and this can describe the qualitative assessment of DMs and provide them more freedom in reflecting their belief about allowable membership grades. On the basis of the proposed operational rules and comparison method of q-ROULSs, several q-rung orthopair uncertain linguistic aggregation operators are developed, including the q-rung orthopair uncertain linguistic weighted arithmetic average operator, the q-rung orthopair uncertain linguistic ordered weighted average operator, the q-rung orthopair uncertain linguistic hybrid weighted average operator, the q-rung orthopair uncertain linguistic weighted geometric average operator, the q-rung orthopair uncertain linguistic ordered weighted geometric operator, and the q-rung orthopair uncertain linguistic hybrid weighted geometric operator. Then, some desirable properties and special cases of these new operators are also investigated and studied, in particular, some existing intuitionistic fuzzy aggregation operators and Pythagorean fuzzy aggregation operators are proved to be special cases of these new operators. Furthermore, based on these proposed operators, we develop an approach to solve the multiple attribute group decision making problems, in which the evaluation information is expressed as q-rung orthopair ULVs. Finally, we provide several examples to illustrate the specific decision-making steps and explain the validity and feasibility of two methods by comparing with other methods.
引用
收藏
页码:2521 / 2555
页数:35
相关论文
共 30 条
[1]   INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, KT .
FUZZY SETS AND SYSTEMS, 1986, 20 (01) :87-96
[2]   A Historical Account of Types of Fuzzy Sets and Their Relationships [J].
Bustince, Humberto ;
Barrenechea, Edurne ;
Pagola, Miguel ;
Fernandez, Javier ;
Xu, Zeshui ;
Bedregal, Benjamin ;
Montero, Javier ;
Hagras, Hani ;
Herrera, Francisco ;
De Baets, Bernard .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2016, 24 (01) :179-194
[3]   Solving chiller loading optimization problems using an improved teaching-learning-based optimization algorithm [J].
Duan, Pei-yong ;
Li, Jun-qing ;
Wang, Yong ;
Sang, Hong-yan ;
Jia, Bao-xian .
OPTIMAL CONTROL APPLICATIONS & METHODS, 2018, 39 (01) :65-77
[4]   A 2-tuple fuzzy linguistic representation model for computing with words [J].
Herrera, F ;
Martínez, L .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2000, 8 (06) :746-752
[5]   Linguistic decision analysis: steps for solving decision problems under linguistic information [J].
Herrera, F ;
Herrera-Viedma, E .
FUZZY SETS AND SYSTEMS, 2000, 115 (01) :67-82
[6]   Operations on type-2 fuzzy sets [J].
Karnik, NN ;
Mendel, JM .
FUZZY SETS AND SYSTEMS, 2001, 122 (02) :327-348
[7]   Efficient multi-objective optimization algorithm for hybrid flow shop scheduling problems with setup energy consumptions [J].
Li, Jun-qing ;
Sang, Hong-yan ;
Han, Yu-yan ;
Wang, Cun-gang ;
Gao, Kai-zhou .
JOURNAL OF CLEANER PRODUCTION, 2018, 181 :584-598
[8]  
Liu P, 2014, J CYBERNETICS, V2014
[9]   Some intuitionistic uncertain linguistic Bonferroni mean operators and their application to group decision making [J].
Liu, Peide ;
Zhang, Xiaohong .
SOFT COMPUTING, 2019, 23 (11) :3869-3886
[10]   Some q-Rung Orthopair Fuzzy Aggregation Operators and their Applications to Multiple-Attribute Decision Making [J].
Liu, Peide ;
Wang, Peng .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2018, 33 (02) :259-280