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A simulation approach to determine the probability of demand during lead-time when demand distributed normal and lead-time distributed gamma

机译:确定需求在正态分布时需求和正时分布为伽马的交付期间需求概率的一种仿真方法

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摘要

Globalization and advances in information and production technologies make inventory management can be very difficult even for organizations with simple structures. The complexities of inventory management increase in multi-stage networks, where inventory appears in multiple tiers of locations. Due to massive practical applications in the reality of the world, an efficient inventory system policy whether single location or multi-stage location will avoid falling into overstock inventory or under stock inventory. However, the optimality of inventory and allocation policies in a supply chain is still unknown for most types of multi-stage systems. Hence, this paper aims to determine the probability distribution function of demand during lead-time by using a simulation model when the demand distributed normal and the lead-time distributed gamma. The simulation model showed a new probability distribution function of demand during lead-time in the considered inventory system, which is, Generalized Gamma distribution with 4 parameters. This probability distribution function makes the mathematical expression more difficult to build the inventory model especially in multistage or multi-echelon inventory model.
机译:全球化以及信息和生产技术的进步使得即使对于结构简单的组织,库存管理也可能非常困难。在多阶段网络中,库存管理的复杂性会增加,其中库存会出现在多层位置中。由于现实世界中的大量实际应用,无论是单地点还是多阶段地点,有效的库存系统策略都可以避免陷入库存过多或库存不足的情况。但是,对于大多数类型的多阶段系统,供应链中库存和分配策略的最优性仍然未知。因此,本文旨在通过在需求呈正态分布且交货期呈伽马分布的情况下的仿真模型,确定提前期需求的概率分布函数。仿真模型在考虑的库存系统中显示了提前期需求的新概率分布函数,即具有4个参数的广义Gamma分布。这种概率分布函数使数学表达式更难以建立库存模型,尤其是在多阶段或多级库存模型中。

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