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A class of bi-level vector extremum models with hybrid uncertain coefficients and its application to supply chain planning problems

机译:一类双级矢量极值模型,具有混合不确定系数及其在供应链规划问题的应用

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摘要

Decision-making optimization for supply chain planning under uncertain environment is of vital importance since it determines the reliability and efficiency of whole system. In this paper, a bi-level supply chain planning model is established in which the core company is the leader and the suppliers and retailers are the followers in the hierarchal process. Considering the hybrid uncertainty of randomness and fuzziness in the bi-level vector extremum models, a class of linear combination between fuzzy coefficients and decision variables is studied and its crisp equivalent transformation under the given possibilistic level is proposed. Furthermore, the fuzzy decision is applied to separate the two-planner Stakelberg-Nash equilibrium and the Genetic Algorithm (GA) is developed to solve the bi-level multi-objective model with hybrid variables. A practical case is provided to illustrate robustness and practicality of the proposed methodology, and algorithm comparison is then given to prove the efficiency of the GA. The computational results indicate that the proposed model and techniques can provide appropriate tools to tackle the other supply chain planning problems with hybrid variable in uncertain decision-making environment.
机译:由于它决定了整个系统的可靠性和效率,因此不确定环境下供应链规划的决策优化是至关重要的。本文建立了双层供应链规划模型,其中核心公司是领导者,供应商和零售商是追随者过程中的追随者。考虑到双层矢量极值模型中的随机性和模糊性的混合不确定度,研究了模糊系数和决策变量之间的一类线性组合,提出了在给定的可能性水平下的清晰等效变换。此外,应用模糊判定以分离双重策划器Stakelberg-Nash均衡,并且开发了遗传算法(GA)以解决具有混合变量的双层多目标模型。提供了一种实际情况,以说明所提出的方法的鲁棒性和实用性,然后给出算法比较来证明GA的效率。计算结果表明,所提出的模型和技术可以提供适当的工具来解决在不确定决策环境中的混合变量与混合变量的其他供应链规划问题。

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