基于 DEMATEL、QFD、TOPSIS 和 VIKOR 方法集成的模糊多标准供应商选择问题决策框架

Morteza Khorram, Mehrzad Sheibani, S. Niroomand
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引用次数: 0

摘要

与供应商进行持续有效的沟通对供应链的强度和平衡起着非常重要的作用,并能为制造商创造竞争优势。选择正确的供应商至关重要,而选择错误的供应商则会对企业的财务和运营活动产生负面影响。本研究以一家洗涤剂工厂为例,尝试解决模糊多标准供应商选择问题。此外,调查的目的是在完全模糊的环境中提出一个模型,因为这样可以使模型在解决实际问题时具有实用性,并取得更精确的结果。该问题的模型是根据从文献中选取的 15 项标准对 5 家供应商进行排序。为此,我们首次开发了由模糊 DEMATEL、模糊 QFD、模糊 TOPSIS 和模糊 VIKOR 方法组成的逐步求解方法,以涵盖问题的各个方面,例如,使用模糊 DEMATEL 来选择有效的标准并剔除不必要的标准,使用模糊 QFD 来确定每个选定标准的重要性权重,使用模糊 TOPSIS 和 VIKOR 方法分别对供应商进行排序。根据对案例研究数据的计算,两种方法都得出了供应商的排名,同时也发现了所获排名的一些相似之处。因此,本研究引入了一种混合模型,该模型结合了专为完全模糊环境设计的非常有利的决策方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Decision Framework Based on Integration of DEMATEL, QFD, TOPSIS and VIKOR Approaches for Fuzzy Multi-Criteria Supplier Selection Problem
Continuous and effective communication with suppliers can play a very important role in the strength and balance of the supply chain and create competitive advantages for manufacturers. Choosing the right supplier is crucial while choosing the wrong suppliers can affect the financial and operational activities of an organization negatively. In this study, an attempt is made to tackle a fuzzy multi-criteria supplier selection problem of a detergent factory as a case study. Moreover, the objective of the investigation is to put forth a model within a fully ambiguous setting, as this allows for the model’s practicality in addressing real-world issues and achieving more precise outcomes. This problem is modeled as ranking 5 suppliers according to 15 criteria selected from the literature. For this aim, a stepwise solution methodology consisting of fuzzy DEMATEL, fuzzy QFD, fuzzy TOPSIS, and fuzzy VIKOR approaches is developed for the first time in order to cover all aspects of the problem e.g., the fuzzy DEMATEL is used to select the effective criteria and eliminate the unnecessary ones, the fuzzy QFD is used to determine importance weight of each selected criterion, and the fuzzy TOPSIS and VIKOR approaches are used to rank the suppliers separately. According to the computations made on the data of the case study, the ranking of the suppliers is obtained by both of the methods while some similarities of the obtained rankings are discovered. Consequently, this study introduces a hybrid model that combines highly favorable decision-making methodologies specifically designed for a fully ambiguous environment.
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