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Supplier selection using chance-constrained data envelopment analysis with non-discretionary factors and stochastic data

机译:使用机会约束数据包络分析和非必要因素和随机数据选择供应商

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摘要

The changing economic conditions have challenged many organisations to search for more efficient and effective ways to manage their supply chain. During recent years supplier selection decisions have received considerable attention in the supply chain management literature. There are four major decisions that are related to the supplier selection process: what product or services to order, from which suppliers, in what quantities and in which time periods? Data envelopment analysis (DEA) has been successfully used to select the most efficient supplier(s) in a supply chain. In this study, we introduce a novel supplier selection model using chance-constrained DEA with non-discretionary factors and stochastic data. We propose a deterministic equivalent of the stochastic non-discretionary model and convert this deterministic problem into a quadratic programming problem. This quadratic programming problem is then solved using algorithms available for this class of problems. We perform sensitivity analysis on the proposed non-discretionary model and present a case study to demonstrate the applicability of the proposed approach and to exhibit the efficacy of the procedures and algorithms.
机译:不断变化的经济状况挑战了许多组织,以寻求更有效的方法来管理其供应链。近年来,在供应链管理文献中,供应商选择决策受到了相当大的关注。与供应商选择过程相关的四个主要决定是:要订购哪些产品或服务,向哪些供应商订购,以什么数量,在什么时间段内订购?数据包络分析(DEA)已成功用于选择供应链中最有效的供应商。在这项研究中,我们介绍了一种新的供应商选择模型,该模型使用机会约束的DEA以及非随机因素和随机数据。我们提出了随机非自由裁量模型的确定性等价形式,并将该确定性问题转换为二次规划问题。然后使用可用于此类问题的算法解决该二次编程问题。我们对提出的非自由裁量模型进行敏感性分析,并提出一个案例研究,以证明提出的方法的适用性,并展示程序和算法的有效性。

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