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A two-phase hybrid heuristic algorithm for the capacitated location-routing problem

机译:容量定位路由问题的两阶段混合启发式算法

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摘要

In this paper, we propose a two-phase hybrid heuristic algorithm to solve the capacitated location-routing problem (CLRP). The CLRP combines depot location and routing decisions. We are given on input a set of identical vehicles (each having a capacity and a fixed cost), a set of depots with restricted capacities and opening costs, and a set of customers with deterministic demands. The problem consists of determining the depots to be opened, the customers and the vehicles to be assigned to each open depot, and the routes to be performed to fulfill the demand of the customers. The objective is to minimize the sum of the costs of the open depots, of the fixed cost associated with the used vehicles, and of the variable traveling costs related to the performed routes. In the proposed hybrid heuristic algorithm, after a Construction phase (first phase), a modified granular tabu search, with different diversification strategies, is applied during the Improvement phase (second phase). In addition, a random perturbation procedure is considered to avoid that the algorithm remains in a local optimum for a given number of iterations. Computational experiments on benchmark instances from the literature show that the proposed algorithm is able to produce, within short computing time, several solutions obtained by the previously published methods and new best known solutions.
机译:在本文中,我们提出了一种两阶段混合启发式算法来解决容量定位路由问题(CLRP)。 CLRP结合了仓库位置和路由决策。在输入时,我们得到了一组相同的车辆(每个都有容量和固定成本),一组容量和开放成本受限制的仓库以及一组具有确定性需求的客户。问题包括确定要开放的仓库,客户和要分配给每个开放仓库的车辆,以及要满足客户需求的路线。目的是使开放仓库的成本,与二手车相关的固定成本以及与所执行的路线有关的可变行驶成本的总和最小化。在提出的混合启发式算法中,在构造阶段(第一阶段)之后,在改进阶段(第二阶段)中应用了具有不同分散策略的改进的粒度禁忌搜索。另外,考虑随机扰动过程,以避免对于给定的迭代次数,算法保持在局部最优状态。从文献中对基准实例进行的计算实验表明,所提出的算法能够在较短的计算时间内产生通过先前发布的方法获得的几种解决方案以及新的最佳已知解决方案。

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  • 来源
    《Computers & operations research》 |2013年第1期|70-79|共10页
  • 作者单位

    Department of Electronics, Computer Sciences and Systems (DEIS), University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy,Departamento de Ingenieria Civil e Industrial, Pontiflcia Universidad Javeriana, Calle 18 No. 118-250, 26239 Cali, Colombia;

    Department of Electronics, Computer Sciences and Systems (DEIS), University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy;

    Department of Electronics, Computer Sciences and Systems (DEIS), University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy;

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  • 原文格式 PDF
  • 正文语种 eng
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  • 关键词

    location routing problem; granular tabu search; heuristic algorithms;

    机译:位置路由问题;粒度禁忌搜索;启发式算法;

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