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Maintenance service network redesign for geographically distributed moving assets using NSGA-II in agriculture

机译:维护服务网络在农业中使用NSGA-II的地理上分布式移动资产重新设计

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摘要

This paper proposes a novel multi-objective mixed-integer programming addressing the real-world maintenance service network design problem in agriculture. The model considers several key issues during the construction process of the maintenance service network, such as the demand balance of the network units, the total travel costs of all service providers in the network, service availability and geographical accessibility. The non-dominated sorting genetic algorithm II (NSGA-II) is applied to solve the proposed model. Finally, we present several numerical examples, including a real-life case study from the agricultural machinery industry, and the final results demonstrate the applicability of the proposed model and the effectiveness of the solution procedure.
机译:本文提出了一种新的多目标混合整数规划,解决了农业现实世界维护服务网络设计问题。 该模型在维护服务网络的施工过程中考虑了几个关键问题,例如网络单元的需求平衡,网络中所有服务提供商的总旅行成本,服务可用性和地理访问。 应用非主导的分类遗传算法II(NSGA-II)来解决所提出的模型。 最后,我们提出了几个数值例子,包括农业机械行业的真实案例研究,最终结果表明了提出的模型的适用性和解决方案程序的有效性。

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