On extended power geometric operator for proportional hesitant fuzzy linguistic large-scale group decision-making

被引:29
作者
Xiong, Sheng-Hua [1 ,2 ]
Zhu, Chen-Ye [1 ,2 ]
Chen, Zhen-Song [3 ]
Deveci, Muhammet [4 ,5 ]
Chiclana, Francisco [6 ,7 ]
Skibniewski, Miroslaw J. [8 ,9 ,10 ]
机构
[1] Civil Aviat Flight Univ China, Coll Civil Aviat Safety Engn, Guanghan 618307, Peoples R China
[2] Civil Aviat Flight Univ China, Civil Aircraft Fire Sci & Safety Engn Key Lab Sich, Guanghan 618307, Peoples R China
[3] Wuhan Univ, Sch Civil Engn, Wuhan 430072, Peoples R China
[4] Natl Def Univ, Turkish Naval Acad, Dept Ind Engn, TR-34940 Istanbul, Turkiye
[5] UCL, Bartlett Sch Sustainable Construct, London WC1E 6BT, England
[6] De Montfort Univ, Inst Artificial Intelligence, Sch Comp Sci & Informat, Leicester, England
[7] Univ Granada, Andalusian Res Inst Data Sci & Computat Intelligen, Granada 18071, Spain
[8] Univ Maryland, Dept Civil & Environm Engn, College Pk, MD USA
[9] Chaoyang Univ Technol, Taichung, Taiwan
[10] Polish Acad Sci, Inst Theoret & Appl Informat, Gliwice, Poland
基金
芬兰科学院; 中国国家自然科学基金;
关键词
Power geometric operator; Extended power geometric operator; Proportional hesitant fuzzy linguistic term sets; Large-scale group decision-making (LSGDM); TERM SETS; AGGREGATION OPERATORS; MODEL;
D O I
10.1016/j.ins.2023.03.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The unduly low or high data are commonly regarded as the outliers in the classical power geometric operator. However, in many cases, these types of data may be significantly important to the aggregated results. This study aims at expanding the practical application scope of the power geometric operator and then utilizing it to develop a proportional hesitant fuzzy linguistic large-scale group decision-making (LSGDM) model. The extended power geometric (EPG) operator is first introduced, in which these outliers can be distinguished as sufficiently important or "false/biased" data in accordance with the decision-making context. Several useful properties and application characteristics of the EPG operator are investigated. Subsequently, the proportional hesitant fuzzy linguistic normalized Manhattan distance is proposed, and it forms a basic concept to the construction of the proportional hesitant fuzzy linguistic extended power geometric (PHFLEPG) operator. Combined with the clustering model for decision makers, a PHFLEPG-operator-based consensus reaching approach is provided to simplify and rationalize the decision-making process. Furthermore, the comprehensive LSGDM result is derived in the use of the PHFLEPG operator. Eventually, a case study on regulatory capacity evaluation for the Civil Aviation Safety Regulatory Authority of China (CASRAC) is performed to validate the feasibility and effectiveness of the established LSGDM model.
引用
收藏
页码:637 / 663
页数:27
相关论文
共 45 条
[1]   Clustering Variables Based on Fuzzy Equivalence Relations [J].
Adjenughwure, Kingsley S. ;
Botzoris, George N. ;
Papadopoulos, Basil K. .
SCIENTIFIC METHODS FOR THE TREATMENT OF UNCERTAINTY IN SOCIAL SCIENCES, 2015, 377 :219-230
[2]  
Akram M, 2022, Journal of Computational and Cognitive Engineering, V3, P186, DOI [10.47852/bonviewjcce2202356, 10.47852/bonviewJCCE2202356, DOI 10.47852/BONVIEWJCCE2202356]
[3]  
Atanassov KT, 2022, Journal of Computational and Cognitive Engineering, V1, P94, DOI [10.47852/bonviewjcce2202197, 10.47852/bonviewJCCE2202197, DOI 10.47852/BONVIEWJCCE2202197]
[4]  
Berry M.J., 2004, Data mining techniques: for marketing, sales, and customer relationship management
[5]  
Chen Z.S., 2023, AUTOMAT CONSTR, V9
[6]   Expertise-Structure and Risk-Appetite-Integrated Two-Tiered Collective Opinion Generation Framework for Large-Scale Group Decision Making [J].
Chen, Zhen-Song ;
Zhang, Xuan ;
Rodriguez, Rosa M. ;
Pedrycz, Witold ;
Martinez, Luis ;
Skibniewski, Miroslaw J. .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 30 (12) :5496-5510
[7]   Power-average-operator-based hybrid multiattribute online product recommendation model for consumer decision-making [J].
Chen, Zhen-Song ;
Yang, Lan-Lan ;
Rodriguez, Rosa M. ;
Xiong, Sheng-Hua ;
Chin, Kwai-Sang ;
Martinez, Luis .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2021, 36 (06) :2572-2617
[8]   On Generalized Extended Bonferroni Means for Decision Making [J].
Chen, Zhen-Song ;
Chin, Kwai-Sang ;
Li, Yan-Lai ;
Yang, Yi .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2016, 24 (06) :1525-1543
[9]   Proportional hesitant fuzzy linguistic term set for multiple criteria group decision making [J].
Chen, Zhen-Song ;
Chin, Kwai-Sang ;
Li, Yan-Lai ;
Yang, Yi .
INFORMATION SCIENCES, 2016, 357 :61-87
[10]   Large-Scale Group Decision Making: A Systematic Review and a Critical Analysis [J].
Garcia-Zamora, Diego ;
Labella, Alvaro ;
Ding, Weiping ;
Rodriguez, Rosa M. ;
Martinez, Luis .
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2022, 9 (06) :949-966