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A HYBRID NSGA-Ⅱ ALGORITHM FOR THE CLOSED-LOOP SUPPLY CHAIN NETWORK DESIGN IN E-COMMERCE

机译:电子商务闭环供应链网络设计的混合NSGA-Ⅱ算法

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摘要

Designing the supply chain network is one of the significant areas in e-commerce business management. This concept plays a crucial role in e-commerce systems. For example, location-inventory-pricing-routing of an e-commerce supply chain is considered a crucial issue in this field. This field established many severe challenges in the modern world, like maintaining the supply chain for returned items, preserving customers' trust and satisfaction, and developing an applicable supply chain with cost considerations. The research proposes a multi-objective mixed integer nonlinear programming model to design a closed-loop supply chain network based on the e-commerce context. The proposed model incorporates two objectives that optimize the business's total profits and the customers' satisfaction. Then, numerous numerical examples are generated and solved using the epsilon constraint method in GAMS optimization software. The validation of the given model has been tested for the large problems via a hybrid two-level non-dominated sort genetic algorithm. Finally, some sensitivity analysis has been performed to provide some managerial insights.
机译:设计供应链网络是电子商务业务管理中的重要领域之一。这一概念在电子商务系统中起着至关重要的作用。例如,电子商务供应链的位置清单定价路由被认为是该领域的至关重要问题。该领域在现代世界建立了许多严峻挑战,如维护退回物品的供应链,维护客户的信任和满意,并以成本考虑开发适用的供应链。该研究提出了一种多目标混合整数非线性编程模型来基于电子商务上下文设计闭环供应链网络。拟议的型号包括两个目标,优化业务的总利润和客户满意度。然后,使用Gams优化软件中的epsilon约束方法生成和解决了许多数值示例。已经通过混合两级非主导的分类遗传算法对给定模型的验证进行了大问题。最后,已经进行了一些敏感性分析以提供一些管理洞察力。

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