The impact of market state information on inventory performance

Dmitriy S Shaltayev, C. R. Sox
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引用次数: 6

Abstract

This research studies the impact of market state information on the long run average cost of a single item inventory system facing dynamic, random demand. The probability distribution of the demand in any time period is determined by the current market state in that period which is modelled as a Markov chain. The inventory manager must infer the market state from the demand observations and a market state signal that is not necessarily accurate. The proposed model accommodates a range of different levels of accuracy for this market state information. The computational results indicate that the value of the market information increases at an increasing rate as the accuracy increases suggesting a strong, persistent value from increasing the information accuracy. The computational results also characterise the effects of lead time, the difference between the market state distributions, autocorrelation, and service level on the value of the market state information.
市场状态信息对库存绩效的影响
本研究研究面对动态随机需求时,市场状态信息对单件库存系统长期平均成本的影响。任意时间段的需求概率分布由该时间段的当前市场状态决定,并将其建模为马尔可夫链。库存管理人员必须从需求观察和不一定准确的市场状态信号中推断市场状态。所提出的模型为这种市场状态信息提供了一系列不同程度的准确性。计算结果表明,市场信息的价值随着准确性的提高而增加,表明信息准确性的提高具有很强的持久性。计算结果还描述了交货时间、市场状态分布之间的差异、自相关和服务水平对市场状态信息价值的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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