Sustainable supplier selection using an intuitionistic and interval-valued fuzzy MCDM approach based on cumulative prospect theory

模棱两可 多准则决策分析 选择(遗传算法) 模糊逻辑 计算机科学 模糊集 理性 可持续发展 管理科学 运筹学 人工智能 风险分析(工程) 数学 工程类 业务 政治学 法学 程序设计语言
作者
Naijie Chai,Wenliang Zhou,Zhigang Jiang
出处
期刊:Information Sciences [Elsevier]
卷期号:626: 710-737 被引量:63
标识
DOI:10.1016/j.ins.2023.01.070
摘要

The sustainable supplier selection is treated as a type of complex decision-making problem due to involving lots of uncertain information, and the appropriate linguistic terms are usually used to handle such uncertainties. However, the descriptions of linguistic terms in the form of traditional fuzzy sets are not perfectly supported in the sustainable supplier selection process. Luckily, the intuitionistic fuzzy sets and interval-valued fuzzy sets can effectively deal with this uncertain and incomplete data information when selecting evaluation criteria and facing with the ambiguity of human thinking, whereas providing us with a helpful tool to resolve fuzzy multi-criteria decision-making (MCDM) problems in a more flexible way. Moreover, the cumulative prospect theory can be introduced to well depict decision-makers’ risk preferences and psychological behaviors. Therefore, this study develops a novel fuzzy MCDM approach based on the combination of intuitionistic fuzzy sets, interval-valued fuzzy sets and cumulative prospect theory for selecting the most sustainable supplier. A case study from the sustainable recycling supplier selection of e-bike sharing is studied to illustrate applicability of the proposed method. By comparing with other methods, the rationality and feasibility of the proposed method are verified. This can provide an insightful implication for decision-makers with different risk preferences to select the most sustainable supplier under uncertain environment.
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