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指数平滑预测对牛鞭效应的影响

The impact of exponential smoothing forecasts on the bullwhip effect

Naval Research Logistics · 2000
被引 25
ABS 3

中文导读

研究了零售商使用指数平滑预测如何导致牛鞭效应,并与移动平均预测对比,分析了相关需求和线性趋势两种需求过程,为管理者提供了减少供应链需求变动的见解。

Abstract

An important phenomenon often observed in supply chain management, known as the bullwhip effect, implies that demand variability increases as one moves up the supply chain, i.e., as one moves away from customer demand. In this paper we quantify this effect for simple, two-stage, supply chains consisting of a single retailer and a single manufacturer. We demonstrate that the use of an exponential smoothing forecast by the retailer can cause the bullwhip effect and contrast these results with the increase in variability due to the use of a moving average forecast. We consider two types of demand processes, a correlated demand process and a demand process with a linear trend. We then discuss several important managerial insights that can be drawn from this research. © 2000 John Wiley & Sons, Inc. Naval Research Logistics 47: 269–286, 2000

供应链管理需求预测牛鞭效应运营管理