基于多启动模拟退火和统计分析的VRPTW鲁棒方法

Humberto Cesar Brandao de Oliveira, G. C. Vasconcelos, G. B. Alvarenga, R. V. Mesquita, Mariane Moreira de Souza
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引用次数: 14

摘要

为了降低运输成本,人们对车辆路线问题进行了广泛的分析。更具体地说,带时间窗口的车辆路由问题(VRPTW)将客户可用性的时间段作为约束,这是现实世界中非常常见的特征。本文以总距离的最小化为主要目标,实现了一个将非单调模拟退火与随机重新启动(多启动)的爬坡相结合的高效混合系统。首先,将该算法与文献中发表的56个Solomon实例的最佳结果进行比较。然后,展示了如何使用统计方法-方差分析和线性回归-来确定系统参数的显著程度,以获得更好和更可靠的性能
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Robust Method for the VRPTW with Multi-Start Simulated Annealing and Statistical Analysis
Vehicle routing problems have been extensively analyzed to reduce transportation costs. More particularly, the vehicle routing problem with time windows (VRPTW) imposes the period of time of customer availability as a constraint, a very common characteristic in real world situations. Using minimization of the total distance as the main objective to be fulfilled, this work implements an efficient hybrid system which associates non-monotonic simulated annealing to hill climbing with random restart (multi-start). Firstly, the algorithm is compared to the best results published in the literature for the 56 Solomon instances. Then, it is shown how statistical methods - analysis of variance and linear regression - can be used to determine the significance degree of the system's parameters to obtain an even better and more reliable performance
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