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A new robust optimization approach for integrated multi-echelon, multi-product, multi-period supply chain network design under process uncertainty

机译:在过程不确定性下集成多级,多产品,多周期供应链网络设计的新的鲁棒优化方法

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摘要

Cost-effective supply chain management through integrating strategic decisions (e.g., network design) along with tactical decisions (e.g., production, distribution, and inventory decisions) under various markets, logistics, and production uncertainties is a critical issue for companies in different industries. In this paper, robust design and planning of a multi-echelon, multi-product, multi-period supply chain network considering process uncertainty is addressed. At first, a new robust optimization approach is developed which is capable to take into account two possibly disjoint uncertainty sets for each uncertain parameter. Then this framework is applied to the supply network design problem and the associated robust counterpart is derived. A simulation-based procedure is also proposed to determine appropriate uncertainty budgets. Finally, the applicability of the presented approach is tested through an illustrative example.
机译:通过整合各种市场,物流和生产不确定性下的战略决策(例如网络设计)和战术决策(例如生产,分销和库存决策)来进行具有成本效益的供应链管理,这对于不同行业的公司来说是一个关键问题。在本文中,提出了考虑过程不确定性的多级,多产品,多时期供应链网络的鲁棒性设计和规划。首先,开发了一种新的鲁棒优化方法,该方法能够为每个不确定参数考虑两个可能不相交的不确定性集。然后将此框架应用于供应网络设计问题,并得出相关的鲁棒对应物。还提出了一种基于仿真的程序来确定适当的不确定性预算。最后,通过一个示例性例子测试了所提出方法的适用性。

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