利用仿真模型分析了具有随机提前期的变质物品随机库存系统

Mohammadmahdi Alizadeh, H. Eskandari, S. M. Sajadifar, C. Geiger
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引用次数: 9

摘要

考虑具有随机提前期和泊松需求的连续衰减物品库存系统。短缺是允许的,所有未满足的需求都被积压。而且,补货是一对一的。我们的目标是最小化系统的长期总预期成本。首先,我们建立了具有确定性交货时间的数学模型。由于预期的随机性使模型变得复杂,特别是预期具有复杂的概率分布,且难以证明目标函数的凸性,因此我们采用了仿真建模的方法。仿真模型不受交货期和其他参数的限制。通过对确定性提前期情况下仿真模型的输出结果与解析模型的结果进行比较,验证了仿真模型的有效性。此外,我们使用应用软件的优化器模块来寻找具有随机前置时间的一些例子的近最优解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analyzing a stochastic inventory system for deteriorating items with stochastic lead time using simulation modeling
We consider an inventory system for continuous decaying items with stochastic lead time and Poisson demand. Shortage is allowed and all the unsatisfied demands are backlogged. Moreover, replenishment is one for one. Our objective is to minimize the long-run total expected cost of the system. Firstly, we have developed the mathematical model with deterministic lead time. Since the stochastic lead time makes the model complex especially when lead time has complicated probability distribution and it is difficult to prove convexity of the objective function, we have applied simulation modeling approach. The simulation model has no limitation on lead time or any other parameters. The simulation model is validated by comparing its outputs and analytical model's results for the deterministic lead time case. Furthermore, we use optimizer module of the applied software to find near optimal solutions for a number of examples with stochastic lead time.
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