直觉模糊环境下两阶段数据包络分析的组合方法

IF 0.7 Q4 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Operations Research and Decisions Pub Date : 2021-01-01 DOI:10.37190/ORD210102
Nafiseh Javaherian, A. Hamzehee, H. S. Tooranloo
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引用次数: 3

摘要

数据包络分析的经典方法通过测量决策单元(dmu)与类似单元相比的效率来运行,而不考虑其内部结构。然而,一些dmu由两个阶段组成,第一阶段生产中间产品,然后在第二阶段消耗以生产最终产品。这种DMU的效率通常使用两阶段网络数据包络分析来衡量。在现实世界中,大多数数据都是模糊的;因此,具有模糊数据的系统的输入和输出给dmu带来了不确定性挑战。因此,当不确定性出现时,直觉模糊集比经典模糊集能显示更多的信息。本文提出了一种基于直觉模糊数据的两阶段网络数据包络分析模型,该模型测量了每个DMU的第一阶段和第二阶段的效率,并最终给出了基于阶段效率的总体效率度量。
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A compositional approach to two-stage Data Envelopment Analysis in intuitionistic fuzzy environment
Classical methods of Data Envelopment Analysis operate by measuring the efficiency of decision-making units (DMUs) compared to similar units, without taking their internal structure into account. However, some DMUs consist of two stages, with the first stage producing an intermediate product, which is then consumed in the second stage to produce the final output. The efficiency of this type of DMU is often measured using two-stage Network Data Envelopment Analysis. In real world, most data are vague; therefore the inputs and outputs of systems with vagueness data create uncertainty challenges for DMUs. As a result, when uncertainty appears, intuitionistic fuzzy sets can show more information than classical fuzzy sets. This paper presents a model of two-stage Network Data Envelopment Analysis based on intuitionistic fuzzy data, which measures the efficiency of the first and second stages of each DMU, and ultimately the overall efficiency measures based on the stage efficiencies.
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来源期刊
Operations Research and Decisions
Operations Research and Decisions OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
1.00
自引率
25.00%
发文量
16
审稿时长
15 weeks
期刊最新文献
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