Regulating Bullwhip Effect in Supply Chain with Hybrid Recycling Channels using Linear Quadratic Gaussian Controller

S. A. Khiavi, H. Khaloozadeh, F. Soltanian
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引用次数: 1

Abstract

In this paper, a discrete time state space model for a four-level supply chain system including factory, wholesaler, retailer, and customer is designed with a recovery center as recycling hybrid channels. Due to the lack of coordination between the chain level and the unhealthy exchange of information in the system, almost all supply chain dynamics involve stochastic noise. For the first time, in this paper, we investigated that stochastic noise led to the bullwhip effect. Also, we probed the effect of lead time, various forecasting methods, and aggressive ordering on the bullwhip effect in the proposed supply chain. In order to mitigate the bullwhip effect, the Kalman filter method was proposed. Therefore, by using linear quadratic Gaussian controllers, not only the effect of the bullwhip effect was adjusted but also the system became stable. Eventually, the simulation results of Meshkin match factory indicate the efficiency of the proposed method.
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利用线性二次高斯控制器调节混合回收渠道供应链中的牛鞭效应
本文设计了包含工厂、批发商、零售商和客户在内的四级供应链系统的离散时间状态空间模型,并以回收中心为回收混合渠道。由于供应链层面的不协调和系统中不健康的信息交换,几乎所有的供应链动态都包含随机噪声。本文首次研究了随机噪声对牛鞭效应的影响。此外,我们还探讨了交货时间、各种预测方法和积极订购对拟议供应链中牛鞭效应的影响。为了减轻牛鞭效应,提出了卡尔曼滤波方法。因此,采用线性二次高斯控制器不仅可以调节牛鞭效应的影响,而且可以使系统趋于稳定。最后,Meshkin匹配工厂的仿真结果表明了该方法的有效性。
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来源期刊
International Journal of Industrial Engineering and Production Research
International Journal of Industrial Engineering and Production Research Engineering-Industrial and Manufacturing Engineering
CiteScore
1.60
自引率
0.00%
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0
审稿时长
10 weeks
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