基于BAS-AGA的多层级多类型的设施选址-分配问题
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F224 o221

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国家自然科学基金重大专项(71942006);中国国家铁路集团有限公司科技研究开发计划资助项目(N2020G039)


Multi-level, multi-product and multi-type facility location-allocation problem based on BAS-AGA
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    摘要:

    建立考虑多种类型的产品、同一层级有多种类型的设施、同一类型设施可以处理多种类型产品的N层级的选址-分配模型,并考虑4种不确定场景,设计改进的天牛须-遗传混合算法进行求解。改进的算法以遗传算法为基本框架,混合天牛须算法增强局部搜索能力、引入自适应算子平衡局部搜索能力与全局搜索能力,算例测试验证了BAS-AGA算法的有效性。铁路工程某标段的实例验证了ME-LAP模型的合理性,并发现通过适当增加设施数量及科学选择设施位置可以降低物流成本,从而降低总成本。

    Abstract:

    Establishing a n-level site selection-allocation model that considers multiple types of products, multiple types of facilities at the same level, and the same type of facility can handle multiple types of products, and considers 4 uncertain scenarios, and finally designing an improved beetle-genetic algorithm to solve it.The improved algorithm takes the genetic algorithm as the basic framework, the hybrid beetle algorithm enhances the local search ability, and the adaptive operator is introduced to balance the local search ability and the global search ability. The example test verifies the effectiveness of the BAS-AGA algorithm. An example of a railway project verifies the rationality of the ME-LAP model, and it is found that the logistics cost can be reduced by appropriately increasing the number of facilities and scientifically selecting the location of the facility, thereby reducing the total cost.

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周国华,杜琬婷. 基于BAS-AGA的多层级多类型的设施选址-分配问题[J]. 科学技术与工程, 2023, 23(12): 5251-5259.
Zhou Guohua, Du Wanting. Multi-level, multi-product and multi-type facility location-allocation problem based on BAS-AGA[J]. Science Technology and Engineering,2023,23(12):5251-5259.

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历史
  • 收稿日期:2022-09-20
  • 最后修改日期:2023-02-16
  • 录用日期:2022-12-02
  • 在线发布日期: 2023-05-24
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