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Increasing Sustainability of Logistic Networks by Reducing Product Losses: A Network DEA Approach

机译:通过减少产品损失来提高物流网络的可持续性:一种网络DEA方法

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摘要

This paper considers a multiproduct supply network, in which losses (e.g., spoilage of perishable products) can occur at either the nodes or the arcs. Using observed data, a Network Data Envelopment Analysis (NDEA) approach is proposed to assess the efficiency of the product flows in varying periods. Losses occur in each process as the observed output flows are lower than the observed input flows. The proposed NDEA model computes, within the NDEA technology, input and output targets for each process. The target operating points correspond to the minimum losses attainable using the best observed practice. The efficiency scores are computed comparing the observed losses with the minimum feasible losses. In addition to computing relative efficiency scores, an overall loss factor for each product and each node and link can be determined, both for the observed data and for the computed targets. A detailed illustration and an experimental design are used to study and validate the proposed approach. The results indicate that the proposed approach can identify and remove the inefficiencies in the observed data and that the potential spoilage reduction increases with the variability in the losses observed in the different periods.
机译:本文考虑了一个多产品供应网络,在该网络中可能在节点或电弧处造成损失(例如,易腐产品变质)。利用观察到的数据,提出了一种网络数据包络分析(NDEA)方法来评估不同时期产品流的效率。由于观察到的输出流量低于观察到的输入流量,因此在每个过程中都会发生损失。提议的NDEA模型在NDEA技术内计算每个过程的输入和输出目标。目标工作点对应于使用最佳观察实践可达到的最小损失。计算效率得分,将观察到的损耗与最小可行损耗进行比较。除了计算相对效率得分外,还可以为观测数据和计算目标确定每种产品,每个节点和链接的总损耗因子。详细的说明和实验设计用于研究和验证所提出的方法。结果表明,所提出的方法可以识别并消除观测数据中的低效率,并且潜在腐败损失的减少随着在不同时期观测到的损失的变化而增加。

著录项

  • 来源
    《Mathematical Problems in Engineering 》 |2018年第15期| 3479251.1-3479251.21| 共21页
  • 作者

    Lozano S.; Adenso-Diaz B.;

  • 作者单位

    Univ Seville Dept Ind Management Seville Spain;

    Univ Oviedo Escuela Politecn Super Ingn Oviedo Spain;

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  • 正文语种 eng
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