| 注册
首页|期刊导航|计算机工程与科学|基于改进遗传算法的物流配送路径优化研究

基于改进遗传算法的物流配送路径优化研究

周艳聪 孙晓晨 余伟翔

计算机工程与科学2012,Vol.34Issue(10):118-122,5.
计算机工程与科学2012,Vol.34Issue(10):118-122,5.DOI:10.3969/j.issn.1007-130X.2012.10.024

基于改进遗传算法的物流配送路径优化研究

Research on Optimization of Logistics Distribution Route Based on Improved Genetic Algorithm

周艳聪 1孙晓晨 2余伟翔1

作者信息

  • 1. 天津商业大学信息工程学院,天津300134
  • 2. 天津大学理学院,天津300072
  • 折叠

摘要

Abstract

According to the research and analysis of logistics vehicles distribution process, a mathematical model of logistics distribution route without time window is proposed. In allusion to the genetic algorithm's disadvantage of premature and easy to fall into a local optimum, a niche technology and other improved methods are introduced. The selecting process adopts optimal individual reservation and roulette to select individuals of next generation. The crossover process uses a niche selecting mechanism in the pairing selecting and the sub-route of optimal individual is reserved when crossovering. Mutate operator can improve the individual generation by generation. The variety and ability for global optimization of populations are advanced greatly. Finally, the algorithm is proved to be feasible, practical and effective by testing data.

关键词

物流配送/路径优化/遗传算法/小生境技术

Key words

logistics distribution/routing optimization/genetic algorithm/niche technology

分类

信息技术与安全科学

引用本文复制引用

周艳聪,孙晓晨,余伟翔..基于改进遗传算法的物流配送路径优化研究[J].计算机工程与科学,2012,34(10):118-122,5.

基金项目

国家自然科学基金资助项目(71002106) (71002106)

校青年培育基金资助(090112) (090112)

计算机工程与科学

OA北大核心CSCDCSTPCD

1007-130X

访问量0
|
下载量0
段落导航相关论文