| 注册
首页|期刊导航|交通运输工程与信息学报|一种基于云计算环境的动态车辆路径问题解决策略

一种基于云计算环境的动态车辆路径问题解决策略

宁涛 陈荣 郭晨 冯瑞芳

交通运输工程与信息学报Issue(3):1-6,15,7.
交通运输工程与信息学报Issue(3):1-6,15,7.DOI:10.3969/j.issn.1672-4747.2015.03.001

一种基于云计算环境的动态车辆路径问题解决策略

A New Scheduling Strategy of Dynamic Vehicle Routing Problem Under Cloud Environment

宁涛 1陈荣 2郭晨 3冯瑞芳3

作者信息

  • 1. 大连交通大学,软件学院,大连 116045
  • 2. 大连海事大学,信息科学技术学院,大连 116026
  • 3. 大连海事大学,信息科学技术学院,大连 116026
  • 折叠

摘要

Abstract

For the purpose of solving the dynamic vehicle routing problem (DVRP) in the dynamic environment, a simulation model was established aiming at minimizing the number of vehicles and distances, maximizing the freight rate, besides, a novel cloud-based adaptive genetic algorithm (CAGA) was proposed. On the basis of the characteristics of the dynamic scheduling in actual distribution, a double chain quantum coding including vehicle allocation chain and goods chain was introduced. To overcome the shortcoming of premature convergence and the loss of diversity later in the genetic algorithm, the cloud crossover operator and cloud mutation operator were designed and an improved CAGA was proposed. The simulation results using dynamic simulation demonstrate that the proposed algorithm can reduce the precocious probability and improve the efficiency of iterative search.

关键词

云计算/双链编码/动态车辆路径问题/云发生器

Key words

Cloud computing/double chains coding/dynamic vehicle routing problem/cloud generator

分类

信息技术与安全科学

引用本文复制引用

宁涛,陈荣,郭晨,冯瑞芳..一种基于云计算环境的动态车辆路径问题解决策略[J].交通运输工程与信息学报,2015,(3):1-6,15,7.

基金项目

国家自然科学基金(No.61374114);辽宁省教育厅科学研究项目(L2014183);中央高校基本科研业务费资助项目(3132014321);大连市计划项目(2014A11GX006)。 ()

交通运输工程与信息学报

1672-4747

访问量0
|
下载量0
段落导航相关论文