考虑需求、交货期和缺陷产品不确定性的库存策略设计财务评估:蒙特卡罗模拟

Zakka Ugih Rizqi, A. Khairunisa, Aniya Maulani
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引用次数: 0

摘要

库存是供应链的主要组成部分之一。然而,不确定条件下的库存政策设计并不容易。库存积压的频繁发生增加了公司的财务支出。否则,缺货会降低顾客满意度,损害公司形象。本研究旨在提供蒙特卡罗模型来设计以净收入最大化为目标的库存政策,其中一个不确定因素是由于供应商的旅行而导致的缺陷产品。为了处理问题的复杂性和不确定性,采用基于电子表格的蒙特卡罗模拟方法。为了测试模型的可靠性,使用吉他公司作为相关用例,不确定性坚持“订单数量越多,吉他缺陷的可能性越大”。验证和确认过程、实验设计和备选方案选择也通过统计测试完成。根据仿真结果可知,将再订货点改为80,订货数量改为90的结果最优,可使净收入较初始净收入增加0.44%。此外,缺货的数量也有所减少。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Financial Assessment on Designing Inventory Policy by Considering Demand, Lead Time, and Defective Product Uncertainties: A Monte Carlo Simulation
Inventory is one of the main components in supply chain. However, it is not easy to design inventory policy under uncertainties. The frequent occurrence of overstocks increases the company's financial expenditure. Otherwise, stockout decreases customer satisfaction and damage the company's image. This study aims to provide monte carlo model to design inventory policy with the aim of maximizing net income with a variety of uncertainties, one of the uncertainties is defective product because of the travel from suppliers. To handle the complexity and uncertainty of problem, a Monte Carlo simulation is used with spreadsheet-based representation. To test the reliability of the model, guitar company is used as relevant use case with uncertainty adhered ‘the greater number of order quantity, the greater likely the defective guitar will be’. The verification & validation process, experimental design, and alternative selection are also done with statistical tests. Based on the simulation result, it is known that changing the reorder point to 80 and the order quantity to 90 gives the best result which can increase net income by 0.44% compared to the initial net income. In addition, the number of stockouts has decreased.
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