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A two-stage tabu search algorithm with enhanced packing heuristics for the 3L-CVRP and M3L-CVRP

机译:两阶段禁忌搜索算法,具有针对3L-CVRP和M3L-CVRP的增强包装启发式

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摘要

The Three-Dimensional Loading Capacitated Vehicle Routing Problem (3L-CVRP) addresses practical constraints frequently encountered in the freight transportation industry. In this problem, the task is to serve all customers using a homogeneous fleet of vehicles at minimum traveling cost. The constraints imposed by the three-dimensional shape of the goods, the unloading order, item fragility, and the stability of the loading plan of each vehicle are explicitly considered. We improved two well-known packing heuristics, namely the Deepest-Bottom-Left-Fill heuristic and the Maximum Touching Area heuristic, for the three-dimensional loading sub-problem and provided efficient implementations. Based on these two new heuristics, an effective tabu search algorithm is given to address the overall problem. Computational experiments on publicly available test instances show our new approach outperforms the current best algorithms for 20 out of 27 instances. Our approach is also superior to the existing algorithm on benchmark data for the closely related problem variant M3L-CVRP (which uses a slightly different unloading order constraint compared to 3L-CVRP).
机译:三维负载能力车辆路径问题(3L-CVRP)解决了货运行业中经常遇到的实际限制。在此问题中,任务是以最低的旅行成本为使用同质车队的所有客户提供服务。明确考虑了货物的三维形状,卸载顺序,物品易碎性以及每辆车的装载计划的稳定性所带来的约束。对于三维加载子问题,我们改进了两个著名的包装启发法,即最深-底部-左侧填充启发法和最大接触面积启发法,并提供了有效的实现。基于这两个新的启发式算法,给出了一种有效的禁忌搜索算法来解决整个问题。在公开可用的测试实例上进行的计算实验表明,对于27个实例中的20个,我们的新方法优于目前的最佳算法。对于与问题密切相关的问题变体M3L-CVRP(与3L-CVRP相比,其使用的卸载顺序约束稍有不同),我们的方法也优于现有的基准数据算法。

著录项

  • 来源
    《Computers & operations research》 |2012年第9期|p.2178-2195|共18页
  • 作者单位

    Department of Management Sciences, City University of Hong Kong, Tat Chee Ave, Kowloon Tong, Hong Kong;

    School of Management, Huazhong University of Science and Technology, No. 1037, Luoyu Road, Wuhan, China,Department of Management Sciences, City University of Hong Kong, Tat Chee Ave, Kowloon Tong, Hong Kong;

    Department of Management Sciences, City University of Hong Kong, Tat Chee Ave, Kowloon Tong, Hong Kong;

    Department of Computer Science, School of Information Science and Technology, Zhongshan (Sun Yat-Sen) University, Guangzhou, Guangdong 510275, PR China,Department of Management Sciences, City University of Hong Kong, Tat Chee Ave, Kowloon Tong, Hong Kong;

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

    vehicle routing problem; 3D packing; deepest-bottom-left-fill; maximum touching area; tabu search;

    机译:车辆路线问题;3D包装;最深的底部左侧填充;最大接触面积;禁忌搜索;

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