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Development of Decision Support Model for Selecting a Maintenance Plan Using a Fuzzy MCDM Approach: A Theoretical Framework

机译:一个使用模糊MCDM方法选择维护计划的决策支持模型的开发:一个理论框架

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In complex decision making, using multicriteria decision-making (MCDM) methodologies is the most scientific way to ensure an informed and justified decision between several alternatives. MCDMs have been used in different ways and with several applications that proved their efficiency in achieving this goal. In this research, the advantages and disadvantages of the different MCDM methodologies are studied, along with the different techniques implemented to increase their accuracy and precision. The main aim of the study is to develop a hybrid MCDM process that combines the strengths of several MCDM methods and apply it to choose the best fit maintenance policy/strategy for industrial application. Moreover, fuzzy linguistic terms are utilized in all of the used MCDM techniques in order to eliminate the uncertainty and ambiguity of the results. Through an extensive literature review performed on studies that have used MCDM methods in a hybrid context and using fuzzy linguistic terms, a model is developed to use fuzzy DEMATEL-AHP-TOPSIS hybrid technique. The model with its application is the first of its kind, which combines the strengths of fuzzy DEMATEL in establishing interrelationships between several criteria, as well as performing a pairwise comparison between the criteria for prioritization using the fuzzy AHP method. Thereafter, the alternatives are compared using fuzzy TOPSIS method by establishing negative and positive solutions and calculating the relative closeness for each of the alternatives. Furthermore, six main criteria, twenty criteria, and five alternatives are selected from the literature for the model application.
机译:在复杂的决策中,使用多准则决策(MCDM)方法是确保多种选择之间明智且合理的决策的最科学方法。 MCDM已经以不同的方式被用于多种应用,并被证明可以有效地实现这一目标。在这项研究中,研究了不同MCDM方法的优缺点,以及为提高其准确性和精度而实施的不同技术。该研究的主要目的是开发一种混合MCDM工艺,该工艺结合了几种MCDM方法的优势,并将其应用于选择最适合工业应用的维护策略/策略。此外,在所有使用的MCDM技术中都使用模糊语言术语,以消除结果的不确定性和不确定性。通过对在混合上下文中使用MCDM方法并使用模糊语言术语的研究进行的广泛文献综述,开发了使用模糊DEMATEL-AHP-TOPSIS混合技术的模型。该模型及其应用是第一个此类模型,它结合了模糊DEMATEL在建立多个标准之间的相互关系方面的优势,并使用模糊AHP方法对优先级进行标准之间的成对比较。此后,通过建立负解和正解并计算每个备选方案的相对接近度,使用模糊TOPSIS方法比较备选方案。此外,从文献中为模型应用选择了六个主要标准,二十个标准和五个替代方案。

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