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Reliable p-median facility location problem: two-stage robust models and algorithms

机译:可靠的p中位数设施位置问题:两阶段鲁棒模型和算法

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摘要

In this paper, we propose a set of two-stage robust optimization models to design reliable p-median facility location networks subject to disruptions. We analyze their structural properties, and implement the column-and-constraint generation method with customized enhancement strategies, which is more effective than Benders cutting plane method. Numerical experiments are performed on real data and management insights on system design are presented. In particular, our study demonstrates the strong modeling capability of two-stage robust optimization scheme by including two practical issues, i.e., demand changes due to disruptions and facility capacities, which receive little attention in reliable distribution network design research. Results show the significant influence of the demand change on the network configuration.
机译:在本文中,我们提出了一套两阶段的鲁棒优化模型,以设计受干扰的可靠p中位数设施定位网络。我们分析了它们的结构特性,并使用定制的增强策略实施了列约束生成方法,该方法比Benders剖切面方法更有效。对真实数据进行了数值实验,并提出了对系统设计的管理见解。尤其是,我们的研究通过包含两个实际问题(即由于中断和设施容量引起的需求变化)证明了两阶段鲁棒优化方案的强大建模能力,这在可靠的配电网络设计研究中很少受到关注。结果显示需求变化对网络配置的重大影响。

著录项

  • 来源
    《Transportation research》 |2014年第6期|54-72|共19页
  • 作者

    Yu An; Bo Zeng; Yu Zhang; Long Zhao;

  • 作者单位

    Department of Industrial and Management Systems Engineering, University of South Florida, 4202 E. Fowler Avenue, Tampa, FL 33620, USA;

    Department of Industrial and Management Systems Engineering, University of South Florida, 4202 E. Fowler Avenue, Tampa, FL 33620, USA;

    Department of Civil and Environmental Engineering, University of South Florida, 4202 E. Fowler Avenue, Tampa, FL 33620, USA;

    Department of Industrial and Management Systems Engineering, University of South Florida, 4202 E. Fowler Avenue, Tampa, FL 33620, USA;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Facility location problem; Reliable distribution network; Two-stage robust optimization; Disruption-caused demand change; Capacity;

    机译:设施位置问题;可靠的分销网络;两阶段鲁棒优化;中断引起的需求变化;容量;

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