Design factors analysis for instances of rich vehicle routing problem

Rahma Lahyani, Mahdi Khemakhem, H. Chabchoub, F. Semet
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引用次数: 1

Abstract

Over the last years various extensions of the Vehicle Routing Problem (VRP), considering complicated constraints encountered in the real-life, has been studied. These extensions are often coined as rich VRP. In this work, we tackle a rich VRP namely the Multi Compartment Multi Commodity Heterogeneous Fixed Fleet Vehicle Routing Problem with hard Time Windows (MCMCHFFVRPTW). The objective of the problem is to determine an assignment of the non-intermixable products into vehicle compartments of different sizes and a set of vehicle routes of total minimum distance and minimum waiting time while satisfying the customer demands. The main contribution of this paper is to identify the most relevant instance factor for this problem. Thus, we develop a generic parameterized mathematical model and a data set generator able to produce a great variety of instances based on various service policies and fleet characteristics. New sets of instances were generated by systematically varying design parameters. First, an exact resolution for four models using CPLEX 10.0 is provided. Second, we resorted to the desirability method using the Design Expert 7.0 software to find a good set of conditions. This study allows the companies identifying the best policies to follow and the essential components to reduce costs.
富车辆路径问题实例的设计因素分析
近年来,人们对车辆路径问题的各种扩展进行了研究,考虑了现实生活中遇到的复杂约束条件。这些扩展通常被称为富VRP。在这项工作中,我们解决了一个丰富的VRP,即具有硬时间窗的多室多商品异构固定车队车辆路由问题(MCMCHFFVRPTW)。该问题的目标是确定在满足顾客需求的情况下,将不可混合产品分配到不同尺寸的车厢中,并确定一组总距离最小、等待时间最短的车辆路线。本文的主要贡献在于确定了与该问题最相关的实例因素。因此,我们开发了一个通用的参数化数学模型和一个能够基于各种服务策略和车队特征产生各种实例的数据集生成器。通过系统地改变设计参数,生成新的实例集。首先,使用CPLEX 10.0提供了四个模型的精确分辨率。其次,我们采用可取性法,利用Design Expert 7.0软件找到一组良好的条件。这项研究允许公司确定最好的政策遵循和必要的组成部分,以降低成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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