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Sourcing decision under disruption risk with supply and demand uncertainty: A newsvendor approach

机译:具有供应和需求不确定性的扰乱风险下的采购决策:一种新闻供应商方法

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摘要

Multi-sourcing is considered as a common practice to hedge against supply disruption risk. In this context, this paper proposes two models for optimal order allocation in newsvendor setting, where both supply and demand are uncertain. The first model considers a risk neutral decision maker who maximizes the total expected profit under disruption risk. The second one is for a risk averse decision maker who does so under service level constraints. Analytical closed form solutions for both the models are derived. To overcome the computational complexity of the exact optimal solution, two algorithms are developed to generate optimal order quantity and the corresponding set of suppliers. The solutions with exact optimization algorithms and the proposed ones are illustrated and compared with numerical examples. The results show that the proposed algorithms give the exact optimal solution while being tractable. Finally, a case study is used to illustrate the applicability of the proposed model.
机译:多重采购被认为是对冲供应中断风险的一种普遍做法。在这种情况下,本文提出了两个模型,用于在供应商和需求都不确定的情况下,优化新闻供应商的订单分配。第一个模型考虑了风险中立的决策者,他在破坏风险下最大化了总预期利润。第二个是针对厌恶风险的决策者,他是在服务水平约束下这样做的。推导了两个模型的解析闭合形式解。为了克服精确最优解决方案的计算复杂性,开发了两种算法来生成最优订单数量和相应的供应商集合。给出了具有精确优化算法的解决方案和提出的解决方案,并与数值示例进行了比较。结果表明,所提出的算法在易于处理的同时给出了精确的最优解。最后,通过案例研究来说明所提出模型的适用性。

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