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首页> 外文期刊>Journal of Optimization in Industrial Engineering >Using Electromagnetism Algorithm for Determining the Number of kanbans in a Multi-stage Supply Chain System
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Using Electromagnetism Algorithm for Determining the Number of kanbans in a Multi-stage Supply Chain System

机译:使用电磁算法确定多级供应链系统中的看板数量

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This paper studies the multi-stage supply chain system (MSSCM) controlled by the kanban mechanism. In the kanban system, decision making is based on the number of kanbans as well as batch sizes. A kanban mechanism is employed to assist in linking different production processes in a supply chain system in order to implement the scope of just-in-time (JIT) philosophy. For a MSSCM, a mixed-integer nonlinear programming (MINLP) problem is formulated from the perspective of JIT delivery policy where a kanban may reflect to a transporter. Since the adopted model is of MINLP type and solving it by branch and bound (B&B) takes time, a metaheuristic is presented.This metaheuristic is an electromagnetic algorithm (EA). The EA is compared against an existing algorithm and also B&B results to evaluate the proposed metaheuristic. Extensive experiments and statistical analyses demonstrate that our proposed EM is more efficient than B&B with regard to the objective functions considered in this paper.
机译:本文研究了由看板机制控制的多阶段供应链系统(MSSCM)。在看板系统中,决策基于看板的数量和批处理大小。使用看板机制来协助将供应链系统中的不同生产过程联系起来,以实现即时(JIT)理念的范围。对于MSSCM,从JIT交付策略的角度提出了混合整数非线性规划(MINLP)问题,看板可能会反映给运输者。由于所采用的模型是MINLP类型的,并且通过分支定界(B&B)求解需要时间,因此提出了一种元启发式方法。该元启发式方法是一种电磁算法(EA)。将EA与现有算法进行比较,并根据B&B结果评估拟议的元启发式方法。大量的实验和统计分析表明,就本文考虑的目标函数而言,我们提出的EM比B&B更有效。

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