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基于离散差分进化算法的随机车辆路径问题

侯玲娟 周泓

工业工程Issue(3):101-107,7.
工业工程Issue(3):101-107,7.DOI:10.3969/j.issn.1007-7375.2014.03.019

基于离散差分进化算法的随机车辆路径问题

A Novel Discrete Differential Evolution Algorithm for Stochastic VRPSPD

侯玲娟 1周泓2

作者信息

  • 1. 天津师范大学管理学院,天津300387
  • 2. 北京航空航天大学经济管理学院,北京100191
  • 折叠

摘要

Abstract

The stochastic vehicle routing problems with uncertain demand and travel time and with simulta-neous pickups and deliveries ( SVRPSPD) is a typical combinatorial optimization problem .It is known that the basic differential evolution algorithm ( DE) is not suitable for solving combinatorial optimization prob-lem.To overcome this drawback, a novel discrete differential evolution algorithm ( DDE) is proposed by designing new mutation by introducing two bitwise operators of computer language .Then, the proposed al-gorithm is applied to SVRPSPD and the benchmark problem of VRP to validate the effectiveness of the pro-posed DDE algorithm .The simulation results are compared with the basic differential evolution algorithm and the existing genetic algorithm .Simulation results show that the DDE algorithm outperforms the others . Not only DDE algorithm obtains better results , but also it converges much faster .

关键词

随机规划模型/差分进化算法/离散差分进化算法/车辆路径问题(VRP)

Key words

stochastic programming model/differential evolution algorithm/discrete differential evolution algorithm/vehicle routing problems(VRP)

分类

信息技术与安全科学

引用本文复制引用

侯玲娟,周泓..基于离散差分进化算法的随机车辆路径问题[J].工业工程,2014,(3):101-107,7.

基金项目

国家自然科学基金资助项目(71071008);天津市2012年度哲学社会科学研究规划项目 ()

工业工程

OACHSSCDCSTPCD

1007-7375

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