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An Efficient Search Algorithm For Obtaining Theoptimal Replenishment Strategies In Multi-stagernjust-in-time Supply Chain Systems

机译:一种多阶段实时供应链系统中最优补货策略的高效搜索算法

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In this study, we focus on the coordination of the replenishment activities among all firms in a multi-stage supply chain system in which Just-In-Time (JIT) philosophy applies. Similar to all JIT systems, kanban is used to control information flows and material flows between two adjacent manufacturing plants, which is called a kanban stage. In this supply chain, suppliers provide raw materials to the manufacturing plant in the first kanban stage and end-products are delivered from the plant in the last kanban stage to the warehouses or directly to the customers. Studies in the literature formulated this problem as a Mixed-Integer Non-Linear Program (MINLP). The objective of this study is to propose an efficient search algorithm that solves an optimal solution for this MINLP model. We conduct theoretical analysis on the optimality structure of the model and assert that the optimal cost curve is piece-wise convex. The characteristics of the optimal cost curve, especially the "junction points", provide essential foundation to the design of our search algorithm. Also, in order to reinforce the effectiveness of the proposed search algorithm, we utilize a relaxation of the problem to obtain tight bounds on the search range. Using randomly generated instances in our numerical experiments, we demonstrated that the proposed search algorithm outperforms a previously published heuristic.
机译:在这项研究中,我们专注于采用准时制(JIT)理念的多阶段供应链系统中所有公司之间的补货活动的协调。与所有JIT系统类似,看板用于控制两个相邻制造工厂之间的信息流和物料流,这称为看板阶段。在此供应链中,供应商在第一个看板阶段向制造工厂提供原材料,而最终产品在最后一个看板阶段从工厂交付到仓库或直接交付给客户。文献研究将此问题描述为混合整数非线性程序(MINLP)。这项研究的目的是提出一种有效的搜索算法,以解决该MINLP模型的最佳解决方案。我们对模型的最优结构进行理论分析,并断定最优成本曲线是分段凸的。最优成本曲线的特征,尤其是“交汇点”,为我们的搜索算法设计提供了必要的基础。同样,为了增强所提出的搜索算法的有效性,我们利用问题的松弛来获得搜索范围上的严格边界。在我们的数值实验中使用随机生成的实例,我们证明了所提出的搜索算法优于先前发布的启发式算法。

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