A new GA approach for the vehicle routing problem

Juay Chin Ang, Wee-Kit Ho, A. Lim
{"title":"A new GA approach for the vehicle routing problem","authors":"Juay Chin Ang, Wee-Kit Ho, A. Lim","doi":"10.1109/TAI.1999.809805","DOIUrl":null,"url":null,"abstract":"This paper focuses on the study of a hybrid of two search heuristics, tabu search (TS) and genetic algorithms (GA) in the vehicle routing problem with time-windows (VRPTW). TS is a local search technique that has been successfully applied to many NP-complete problems. On the other hand, a GA which is capable of searching multiple search areas in a search space is good for diversification. We investigate whether a hybrid of the two heuristics outperforms the individual heuristics.","PeriodicalId":194023,"journal":{"name":"Proceedings 11th International Conference on Tools with Artificial Intelligence","volume":"20 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1999-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"22","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings 11th International Conference on Tools with Artificial Intelligence","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/TAI.1999.809805","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 22

Abstract

This paper focuses on the study of a hybrid of two search heuristics, tabu search (TS) and genetic algorithms (GA) in the vehicle routing problem with time-windows (VRPTW). TS is a local search technique that has been successfully applied to many NP-complete problems. On the other hand, a GA which is capable of searching multiple search areas in a search space is good for diversification. We investigate whether a hybrid of the two heuristics outperforms the individual heuristics.
车辆路径问题的一种新的遗传算法
本文主要研究了禁忌搜索和遗传算法两种启发式搜索方法的混合算法在带时间窗车辆路径问题中的应用。TS是一种局部搜索技术,已成功地应用于许多np完全问题。另一方面,能够在一个搜索空间中搜索多个搜索区域的遗传算法有利于多样化。我们研究两种启发式的混合是否优于单个启发式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信