首页> 外文期刊>Pesquisa Operacional >PERIODIC REVIEW SYSTEM FOR INVENTORY REPLENISHMENT CONTROL FOR A TWO-ECHELON LOGISTICS NETWORK UNDER DEMAND UNCERTAINTY: A TWO-STAGE STOCHASTIC PROGRAMING APPROACH
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PERIODIC REVIEW SYSTEM FOR INVENTORY REPLENISHMENT CONTROL FOR A TWO-ECHELON LOGISTICS NETWORK UNDER DEMAND UNCERTAINTY: A TWO-STAGE STOCHASTIC PROGRAMING APPROACH

机译:需求不确定性下的两层物流网络库存补货控制定期审查系统:一种两阶段随机规划方法

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ABSTRACT Here, we propose a novel methodology for replenishment and control systems for inventories of two-echelon logistics networks using a two-stage stochastic programming, considering periodic review and uncertain demands. In addition, to achieve better customer services, we introduce a variable rationing rule to address quantities of the item in short. The devised models are reformulated into their deterministic equivalent, resulting in nonlinear mixed-integer programming models, which are then approximately linearized. To deal with the uncertain nature of the item demand levels, we apply a Monte Carlo simulation-based method to generate finite and discrete sets of scenarios. Moreover, the proposed approach does not require restricted assumptions to the behavior of the probabilistic phenomena, as does several existing methods in the literature. Numerical experiments with the proposed approach for randomly generated instances of the problem show results with errors around 1%.
机译:摘要在这里,我们提出了一种新颖的方法,该方法使用两阶段随机规划,考虑了定期审查和不确定的需求,为两级物流网络的库存补充和控制系统。此外,为了获得更好的客户服务,我们引入了可变的配给规则来简述项目数量。将设计好的模型重新构造为确定性等效模型,生成非线性混合整数规划模型,然后对其进行近似线性化。为了处理项目需求水平的不确定性,我们应用基于蒙特卡洛模拟的方法来生成有限和离散的方案集。而且,与文献中的几种现有方法一样,所提出的方法不需要对概率现象的行为进行限制性假设。提出的方法对问题的随机生成实例进行的数值实验显示结果误差约为1%。

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