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Stochastic Programming for the Optimization of Transportation-Inventory Strategy

机译:运输库存策略优化的随机规划

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摘要

In today’s competitive environment, supply chain management is a major concern for a company. Two of the key is- sues in supply chain management are transportation and inventory management. To achieve significant savings, com- panies should integrate these two issues instead of treating them separately. In this paper we develop a framework for modeling stochastic programming in a supply chain that is subject to demand uncertainty. With reasonable assump- tions, two stochastic programming models are presented, respectively, including a single-period and a multi-period situations. Our assumptions allow us to capture the stochastic nature of the problem and translate it into a determinis- tic model. And then, based on the genetic algorithm and stochastic simulation, a solution method is developed to solve the model. Finally, the computational results are provided to demonstrate the effectiveness of our model and algo- rithm.
机译:在今天的竞争环境中,供应链管理是公司的主要关注点。 供应链管理中的两个关键是运输和库存管理。 为了实现大量节省,公司应整合这两个问题,而不是单独处理它们。 在本文中,我们开发了一种用于在需求不确定性的供应链中建模随机编程的框架。 具有合理的备份,分别呈现了两个随机编程模型,包括单个时段和多个时段情况。 我们的假设允许我们捕获问题的随机性质并将其转化为一个确定模型。 然后,基于遗传算法和随机仿真,开发了一种解决方案方法来解决模型。 最后,提供了计算结果以证明我们的模型和借氧款的有效性。

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