使用新的不确定性建模工具:区间值毕达哥拉斯梯形模糊数来评估可持续交通项目的高级决策支持框架

IF 1.9 4区 数学 Q1 MATHEMATICS Iranian Journal of Fuzzy Systems Pub Date : 2021-02-01 DOI:10.22111/IJFS.2021.5871
M. Aghamohagheghi, S. M. Hashemi, R. Tavakkoli-Moghaddam
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引用次数: 10

摘要

本文提出了一种基于多准则决策分析(MCDA)和成本效益分析(CBA)的交通项目评估决策支持框架,以同时解决该问题的货币性和非货币性特征。在分别获得MCDA和CBA的非货币和货币输入时,存在大量不准确性。为了使框架的MCDA部分具有不确定性,使用了区间值毕达哥拉斯模糊集(IVPFS)作为一种有吸引力的不确定性建模工具。此外,在IVPFS环境下,提出了一种属性权值部分已知、专家权值未知的多属性群决策(MAGDM)方法,从非货币准则的角度寻找最佳可持续交通项目。此外,引入了一种新的不确定性建模工具,即区间值毕达哥拉斯梯形模糊集,以解决货币影响估计中存在的未知数量和不准确性。最后,该框架用于处理一个复杂决策过程的实际案例研究,该决策过程是寻找最佳交通项目来资助几个候选项目。这种方法使我们能够同时从经济、社会和环境的角度来处理决策过程。案例研究结果表明,该决策框架可作为一种有价值的决策支持工具。结果表明,该框架可以有效地支持交通项目的评价。
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An advanced decision support framework to assess sustainable transport projects using a new uncertainty modeling tool: Interval-valued Pythagorean trapezoidal fuzzy numbers
This paper introduces a new decision support framework for transport projects appraisal, which is based on the multi-criteria decision analysis (MCDA) and the cost-benefit analysis (CBA) to address both monetary and non-monetary characteristics of the problem at the same time. Substantial inaccuracies are present while obtaining non-monetary and monetary inputs to the MCDA and the CBA, respectively. To provide the MCDA part of the framework with uncertainty, an interval-valued Pythagorean fuzzy set (IVPFS) is used as an attractive uncertain modeling tool. Additionally, a new multi-attribute group decision-making (MAGDM) method with partially known attribute weights and unknown expert weights under the IVPFS environment is proposed to find the best sustainable transport project from the non-monetary criteria point of view. Furthermore, a novel uncertainty modeling tool, namely an interval-valued Pythagorean trapezoidal fuzzy set, is introduced to address ill-known quantities and inaccuracies that exist in the estimation of monetary impacts. Finally, this framework is used to handle a real case study of a complex decision process of finding the best transport project to fund several candidate projects. This approach has made it possible to handle the decision process from economic, social, environmental points of view at the same time. The result of this case study shows that the decision-making framework can be used as a valuable decision support tool. Moreover, it is shown that the presented framework can be applied to effectively support appraisals of transport projects.
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来源期刊
CiteScore
3.50
自引率
16.70%
发文量
0
期刊介绍: The two-monthly Iranian Journal of Fuzzy Systems (IJFS) aims to provide an international forum for refereed original research works in the theory and applications of fuzzy sets and systems in the areas of foundations, pure mathematics, artificial intelligence, control, robotics, data analysis, data mining, decision making, finance and management, information systems, operations research, pattern recognition and image processing, soft computing and uncertainty modeling. Manuscripts submitted to the IJFS must be original unpublished work and should not be in consideration for publication elsewhere.
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