Using AI Approach to Solve an Integrated Three-Echelon Supply Chain Model with Strategic Alliances

Jonas C. P. Yu, Yu-Siang Lin, Kung-Jeng Wang, H. Wee
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引用次数: 1

Abstract

This paper develops a mathematical inventory model of deteriorating item taking into account a three-echelon supply chain vertical integration through strategic alliances. The objective of this model is to minimize the joint total relevant cost and to devise a compensation policy. Due to the complexity of the non-linear problems, it is not possible to find the global optimum analytically. Following the physical phenomenon of annealing, a soft computing method, Simulated Annealing (SA), has been developed to find the global optimum for the complex cost function through stochastic search process. A numerical example, sensitivity analysis, and the effects of the compensation policy on the optimal results are presented to validate the results of the proposed integrated model. The proposed mathematical model shows how an integrated approach to decision making can achieve a global optimum.
利用人工智能方法求解具有战略联盟的集成三梯队供应链模型
考虑通过战略联盟进行垂直整合的三级供应链,建立了变质品库存的数学模型。该模型的目标是使联合总相关成本最小化,并设计补偿政策。由于非线性问题的复杂性,用解析方法求全局最优是不可能的。根据退火的物理现象,提出了一种软计算方法——模拟退火(SA),通过随机搜索过程寻找复杂代价函数的全局最优解。通过数值算例、灵敏度分析以及补偿策略对最优结果的影响,验证了所提出的综合模型的结果。所提出的数学模型显示了综合决策方法如何达到全局最优。
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