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A polymorphic uncertain equilibrium model and its deterministic equivalent formulation for decentralized supply chain management

机译:分散供应链管理的多态不确定均衡模型及其确定性等价公式

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Supply chain management is a multidisciplinary engineering problem. In this paper, a polymorphic uncertain equilibrium model (PUEM) is constructed to capture the joint maximization of the profits for the manufacturers and retailers in a supply chain network. To ensure applicability of the model in practice, the demand of the consumers is regarded as a continuous random variable, the holding cost of the retailer and the transaction cost between the manufacturer and retailer are described by fuzzy sets. For the PUEM, a deterministic equivalent formulation (DEF) is first derived by compromise programming approach such that the existing powerful algorithms in the standard smooth optimization are employed to find an approximate equilibrium point for the uncertain problem. Actually, the DEF turns out to be a nonlinear complementarity problem (NCP), a special variational inequality. Thus, a modified partially Jacobian smoothing algorithm is developed to solve the corresponding NCP, where the gradient information of the model is used to efficiently generate search direction. Sensitivity analysis offers a number of useful managerial implications based on practical applications of the model.
机译:供应链管理是一个多学科的工程问题。本文构建了一个多态不确定均衡模型(PUEM),以捕获供应链网络中制造商和零售商的联合利润最大化。为了确保该模型在实践中的适用性,将消费者的需求视为连续随机变量,并通过模糊集描述了零售商的持有成本以及制造商与零售商之间的交易成本。对于PUEM,首先通过折衷编程方法得出确定性等效公式(DEF),以便采用标准平滑优化中现有的功能强大的算法来找到不确定问题的近似平衡点。实际上,DEF原来是一个非线性互补问题(NCP),是一种特殊的变分不等式。因此,开发了一种改进的部分雅可比平滑算法来求解相应的NCP,其中使用模型的梯度信息有效地生成搜索方向。灵敏度分析基于模型的实际应用提供了许多有用的管理含义。

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