基于卡尔曼滤波算法的牛鞭效应控制研究

Zhu Jiu-long
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引用次数: 1

摘要

有效控制牛鞭效应是降低供应链系统运行成本的前提。选取具有多个配送中心且只销售一种产品的供应链系统作为研究案例。基于卡尔曼滤波理论和随机控制方法,讨论了供应链系统扰动对牛鞭效应的控制。首先,建立了供应链系统的产品库存标称模型,并总结了牛鞭效应的影响机理。其次,分析了产品需求信息在供应链系统中的传递过程。第三,通过对经销商的产品库存波动量与经销商的产品需求波动量的比较,得到牛鞭效应的计算模型。最后,提出了基于卡尔曼滤波理论的牛鞭效应算法和控制策略。该研究为控制供应链中的牛鞭效应提供了一种新的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on Control of Bullwhip Effect Based on Kalman Filter Arithmetic
To control bullwhip effect effectively is a prerequisite to reduce operational costs of supply chain system. Supply chain system with multiple distribution centers in which there is a single kind of product sold is selected as a study case. Control of system disturbance to cause bullwhip effect in supply chain is discussed based on Kalman filter theory and stochastic control method. Firstly, product inventory nominal model of supply chain system is set up and influence mechanism of bullwhip effect is concluded. Secondly, transmission process of product demand information in supply chain system is analyzed. Thirdly, calculation model of bullwhip effect is obtained by the comparison of product inventory fluctuation quantity of the distributor with product demand fluctuation quantity of the tradesman. Finally, arithmetic and control strategy of bullwhip effect are raised based on Kalman filter theory. The study provides a new method to control bullwhip effect in supply chain.
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