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A simulation-based optimisation approach for multi-objective inventory control of perishable products in closed-loop supply chains under uncertainty

机译:不确定条件下闭环供应链中易腐产品多目标库存控制的基于仿真的优化方法

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This paper investigates the inventory control of perishable products with a limited storage lifetime in closed-loop supply chains. Uncertainties related to customers' demands, the return rate of goods, and qualities of the returned products are considered. An efficient interactive response surface methodology is adopted by using a statistical simulation approach. The desirability function is taken into account a minimum desirability level of multiple objectives, the potential correlation between the considered objectives, and minimisation of uncontrollable variables or noise factors effect. The experimental results indicate the efficiency of the proposed simulation-based optimisation approach in handling correlated multiple objectives for inventory control of perishable products in closed-loop supply chains under uncertainty. Considered risks in the supply chain echelons and fair costs allocation has been balanced efficiently via using the proposed interactive approach to solving the multi-objective problem. Finally, the robustness of the obtained solutions is assessed under variation in weights of the response variables.
机译:本文研究了在闭环供应链中具有有限存储寿命的易腐产品的库存控制。考虑与客户需求,商品退货率和退货产品质量有关的不确定性。通过使用统计模拟方法,采用了有效的交互式响应面方法。期望函数被考虑到多个目标的最小期望水平,所考虑的目标之间的潜在相关性以及最小化不可控变量或噪声因素的影响。实验结果表明,在不确定性条件下,基于仿真的优化方法在处理闭环供应链中易腐产品的相关多个目标库存控制中的效率。通过使用提出的交互式方法来解决多目标问题,可以有效地平衡供应链梯队中考虑的风险和公平的成本分配。最后,在响应变量的权重变化下评估获得的解决方案的鲁棒性。

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