A two-stage emergency supplies procurement model based on prospect multi-attribute three-way decision

被引:0
作者
Jia, Fan [1 ]
Wang, Yujie [1 ,2 ]
Liu, Yuanyuan [1 ]
机构
[1] Shandong Univ Finance & Econ, Sch Management Sci & Engn, Jinan 250014, Shandong, Peoples R China
[2] Qingdao City Univ, Sch Accounting & Finance, Qingdao 266106, Shandong, Peoples R China
基金
中国国家自然科学基金;
关键词
Emergency supplies procurement; Supplier selection; Order allocation; Three-way decision; Multi-objective optimization; ORDER ALLOCATION; MAKING METHOD; SELECTION; RISK;
D O I
10.1007/s13042-024-02291-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Emergency supply chain management has recently drawn growing attention of managers and researchers with frequent appearance of pandemics, disasters and safety accidents. Previous studies proposed methods for supplier selection and order allocation, while they cannot satisfy the demand for emergency supplies as emergency events bring many uncertainties and risks in supply chain disruption. To guarantee the efficiency in emergency supplies procurement, this work aims at putting forward a two-stage approach for emergency supplier selection and order allocation by use of three-way decision and fuzzy multi-objective optimization. Firstly, by considering the perceived utilities and perceived losses of purchasing process simultaneously, a prospect profit-based three-way decision model is established. Next, the prospect multi-attribute three-way decision model for emergency supplier selection is proposed, constructing the calculation approaches of thresholds, conditional probabilities as well as decision rules. Thirdly, inspired by perceived utilities and perceived losses of supplies purchasing, the utility-based objective function and loss-based objective function are introduced to multi-objective optimization model for order allocation. Finally, a real case of government emergency supplies procurement is discussed to show the applicability and effectiveness of the proposed approach. The final results of the proposed methodology show that it can effectively manage data with uncertainty, determine the qualified suppliers as well as alternative suppliers simultaneously to prevent emergency supply chain disruption, and provide satisfactory solutions for order allocation by introducing different combinations of objective functions according to decision makers' preference.
引用
收藏
页码:5895 / 5919
页数:25
相关论文
共 50 条
[41]   Intuitionistic Fuzzy Three-Way Decision Model Based on the Three-Way Granular Computing Method [J].
Xin, Xianwei ;
Song, Jihua ;
Peng, Weiming .
SYMMETRY-BASEL, 2020, 12 (07)
[42]   A two-stage adaptive consensus reaching model by virtue of three-way clustering for large-scale group decision making [J].
Shen, Yufeng ;
Ma, Xueling ;
Zhan, Jianming .
INFORMATION SCIENCES, 2023, 649
[43]   Fuzzy portfolio selection based on three-way decision and cumulative prospect theory [J].
Wang, Xianhe ;
Wang, Bo ;
Liu, Shu ;
Li, Huaxiong ;
Wang, Tianxing ;
Watada, Junzo .
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2022, 13 (01) :293-308
[44]   Fuzzy portfolio selection based on three-way decision and cumulative prospect theory [J].
Xianhe Wang ;
Bo Wang ;
Shu Liu ;
Huaxiong Li ;
Tianxing Wang ;
Junzo Watada .
International Journal of Machine Learning and Cybernetics, 2022, 13 :293-308
[45]   A Three-way Decision Based on Probabilistic Graph Model [J].
Xue, Zhan-ao ;
Wang, Peng-han ;
Liu, Jie ;
Xue, Tian-yu ;
Zhu, Tai-long .
INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ARTIFICIAL INTELLIGENCE (ICCSAI 2014), 2015, :152-156
[46]   RAPID SELECTING UAVs FOR COMBAT BASED ON THREE-WAY MULTIPLE ATTRIBUTE DECISION [J].
Yan, Yuehao ;
Lv, Zhiying ;
Huang, Ping ;
Yuan, Jinbiao ;
Long, Hao .
INTERNATIONAL JOURNAL OF ROBOTICS & AUTOMATION, 2021, 36 (10)
[47]   A novel attribute reduction algorithm based on granular sequential three-way decision [J].
Chen, Yuliang ;
Cheng, Yunlong ;
Luo, Binbin ;
Shao, Yabin ;
Zhao, Mingfu ;
Zhang, Qinghua .
INFORMATION SCIENCES, 2025, 694
[48]   Multi-attribute three-way decisions based on ideal solutions under interval-valued intuitionistic fuzzy environment [J].
Jia, Fan ;
Liu, Peide .
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2021, 138 :12-37
[49]   Extension of labeled multiple attribute decision making based on fuzzy neighborhood three-way decision [J].
Mingliang Suo ;
Yujie Cheng ;
Chunqing Zhuang ;
Yu Ding ;
Chen Lu ;
Laifa Tao .
Neural Computing and Applications, 2020, 32 :17731-17758
[50]   A novel prospect-theory-based three-way decision methodology in multi-scale information systems [J].
Deng, Jiang ;
Zhan, Jianming ;
Ding, Weiping ;
Liu, Peide ;
Pedrycz, Witold .
ARTIFICIAL INTELLIGENCE REVIEW, 2023, 56 (07) :6591-6625