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A Hybrid Approach to the Optimization of Multiechelon Systems

机译:一种用于多级系统优化的混合方法

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摘要

In freight transportation there are two main distribution strategies: direct shipping and multiechelon distribution. In the direct shipping, vehicles, starting from a depot, bring their freight directly to the destination, while in the multiechelon systems, freight is delivered from the depot to the customers through an intermediate points. Multiechelon systems are particularly useful for logistic issues in a competitive environment. The paper presents a concept and application of a hybrid approach to modeling and optimization of the Multi-Echelon Capacitated Vehicle Routing Problem. Two ways of mathematical programming (MP) and constraint logic programming (CLP) are integrated in one environment. The strengths of MP and CLP in which constraints are treated in a differentway and differentmethods are implemented and combined to use the strengths of both. The proposed approach is particularly important for the discrete decision models with an objective function and many discrete decision variables added up in multiple constraints. An implementation of hybrid approach in the ECLiPSe system using Eplex library is presented. The Two-Echelon Capacitated Vehicle Routing Problem (2E-CVRP) and its variants are shown as an illustrative example of the hybrid approach. The presented hybrid approach will be compared with classicalmathematical programming on the same benchmark data sets.
机译:在货运中,主要有两种分配策略:直接运输和多级分配。在直接运输中,车辆从仓库开始,将其货物直接带到目的地,而在多梯级系统中,货物从仓库通过中间点交付给客户。对于竞争环境中的物流问题,多级系统特别有用。本文提出了一种混合方法的概念和应用,该方法可用于多级带能力车辆路径问题的建模和优化。在一个环境中集成了数学编程(MP)和约束逻辑编程(CLP)的两种方式。 MP和CLP的优势,其中约束以不同的方式处理,不同的方法得以实施和组合以利用两者的优势。对于具有目标函数和许多约束条件的离散决策变量的离散决策模型,所提出的方法尤其重要。提出了使用Eplex库在ECLiPSe系统中实现混合方法的方法。显示了二级梯级车辆路径问题(2E-CVRP)及其变体,作为混合方法的说明性示例。所提出的混合方法将与相同基准数据集上的经典数学编程进行比较。

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  • 来源
    《Mathematical Problems in Engineering》 |2015年第1期|925675.1-925675.12|共12页
  • 作者

    Sitek Pawel; Wikarek Jaroslaw;

  • 作者单位

    Kielce Univ Technol, Inst Management & Control Syst, PL-25314 Kielce, Poland.;

    Kielce Univ Technol, Inst Management & Control Syst, PL-25314 Kielce, Poland.;

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  • 正文语种 eng
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