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Applying genetic algorithms to dampen the impact of price fluctuations in a supply chain

机译:应用遗传算法来减轻价格波动对供应链的影响

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Genetic Algorithms (GAs) have been identified as an innovative and useful approach for dampening the Bullwhip Effect along supply chains. This paper extends previous work by developing an improved supply chain model that incorporates additional cost factors such as ordering cost, item cost, distribution cost and production cost. The revised model is then used to examine one element of the Bullwhip Effect, i.e. price fluctuation strategies. A GA is employed to determine the ordering policy for each member in the model that minimises cost. The research illustrates how the GA performs if a sales promotion is introduced. From the experimental results, it is shown that a GA can help determine an improved ordering policy and reduce the total cost across the supply chain.
机译:遗传算法(GA)已被认为是减轻供应链上牛鞭效应的一种创新且有用的方法。本文通过开发改进的供应链模型扩展了先前的工作,该模型包含了其他成本因素,例如订购成本,物料成本,分销成本和生产成本。修改后的模型然后用于检验牛鞭效应的一个要素,即价格波动策略。采用遗传算法确定模型中每个成员的订购策略,以最大程度地降低成本。该研究说明了如果引入促销活动,GA的表现如何。从实验结果可以看出,遗传算法可以帮助确定改进的订购策略并降低整个供应链的总成本。

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