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An analysis approach to handle uncertain multi-criteria group decision problems in the framework of interval type-2 fuzzy sets theory

机译:一种分析方法来处理间隔类型2模糊集理论框架中不确定的多标准组决策问题

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摘要

Uncertainty is one of the most important aspects of any decision-making process. One of the tools lately used in uncertain decision making is interval type-2 fuzzy sets (IT2FSs). These sets unlike the traditional fuzzy sets have more flexibility in expressing uncertainty and can be applied in situations in which the level of vagueness is very high. Unfortunately, most of the recently published papers on this issue are concerned with extending the existing fuzzy decision-making methods to type-2 fuzzy environment and the improvements were mainly focused on improving the applied fuzzy tool from classic sets to type-2 fuzzy sets. This paper offers a new analysis approach in an uncertain decision-making process that has enhancements in areas of the soft computing. In other words, this paper introduces an IT2F-based approach that has several novelties. Firstly, the decision-making method presents a new approach in computing the decision makers' weights. This approach gives ideas of each decision maker a weight based on the gathered judgments. Secondly, the approach employs the concept of relative preference relation to evaluate the importance of each criterion. Thirdly, a novel decision-making index is introduced to rank the alternatives. The application of this novel last aggregation method is illustrated through solving an existing example in the literature on e-waste recycling programs assessment in Sri Lanka.
机译:不确定性是任何决策过程中最重要的方面之一。不确定决策的工具之一是间隔类型-2模糊集(IT2FSS)。与传统的模糊集不同,在表达不确定性方面具有更大的灵活性,并且可以应用于模糊程度非常高的情况。不幸的是,最近发表的大部分论文都涉及将现有的模糊决策方法扩展到2型模糊环境,改进主要集中在改善应用程序模糊工具到Type-2模糊套装。本文在一个不确定的决策过程中提供了一种新的分析方法,这些方法在软计算区域具有增强。换句话说,本文介绍了基于IT2F的方法,具有几个新奇。首先,决策方法在计算决策者的权重方面提出了一种新方法。这种方法为每个决策者提供了基于所聚集的判断权重的想法。其次,该方法采用相对偏好关系的概念来评估每个标准的重要性。第三,引入了一种新的决策指数来对替代品进行排名。通过解决斯里兰卡的电子废物回收计划评估的文献中的现有示例,说明了这种新颖的最后一个聚合方法的应用。

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