超大规模可容车辆路径问题的优化

Komarudin, A. Chandra
{"title":"超大规模可容车辆路径问题的优化","authors":"Komarudin, A. Chandra","doi":"10.1145/3364335.3364389","DOIUrl":null,"url":null,"abstract":"Transportation activity is one of the main contributors to the overall logistics costs of a company. One of the ways to minimize the cost that comes from this activity is through the optimization of the distribution route. However, with the growth of delivery points, the possible routes combinations are growing in a nonlinear fashion, increasing the complexity to obtain the optimal combination of the distribution routes. In this paper, we present a simple modified clarke-wright algorithm with the implementation of heuristic pruning to deal with time and space complexity in a case of very large scale capacitated vehicle routing problem. The resulting algorithm can solve a very large routing problem with several thousand customers within a minute and produce relatively good solutions compared to the state-of-the-art algorithm, especially for the problem with a depot located at the center. Furthermore, the algorithm is also tested to solve a very large scale problem of FMCG company in Indonesia with 32,223 delivery points.","PeriodicalId":403515,"journal":{"name":"Proceedings of the 5th International Conference on Industrial and Business Engineering","volume":"63 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":"{\"title\":\"Optimization of Very Large Scale Capacitated Vehicle Routing Problems\",\"authors\":\"Komarudin, A. Chandra\",\"doi\":\"10.1145/3364335.3364389\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Transportation activity is one of the main contributors to the overall logistics costs of a company. One of the ways to minimize the cost that comes from this activity is through the optimization of the distribution route. However, with the growth of delivery points, the possible routes combinations are growing in a nonlinear fashion, increasing the complexity to obtain the optimal combination of the distribution routes. In this paper, we present a simple modified clarke-wright algorithm with the implementation of heuristic pruning to deal with time and space complexity in a case of very large scale capacitated vehicle routing problem. The resulting algorithm can solve a very large routing problem with several thousand customers within a minute and produce relatively good solutions compared to the state-of-the-art algorithm, especially for the problem with a depot located at the center. Furthermore, the algorithm is also tested to solve a very large scale problem of FMCG company in Indonesia with 32,223 delivery points.\",\"PeriodicalId\":403515,\"journal\":{\"name\":\"Proceedings of the 5th International Conference on Industrial and Business Engineering\",\"volume\":\"63 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-09-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"8\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 5th International Conference on Industrial and Business Engineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3364335.3364389\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 5th International Conference on Industrial and Business Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3364335.3364389","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 8

摘要

运输活动是公司整体物流成本的主要贡献者之一。其中一个最小化成本的方法是通过优化配送路线。然而,随着配送点的增加,可能的配送路线组合呈非线性增长,从而增加了获得最优配送路线组合的复杂性。本文提出了一种简单的改进clark -wright算法,该算法采用启发式剪枝的方法来处理超大规模有容量车辆路径问题的时间和空间复杂性。由此产生的算法可以在一分钟内解决数千名客户的非常大的路由问题,并且与最先进的算法相比,产生相对较好的解决方案,特别是对于位于中心的仓库问题。此外,还对该算法进行了测试,以解决印度尼西亚快速消费品公司32,223个配送点的超大规模问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Optimization of Very Large Scale Capacitated Vehicle Routing Problems
Transportation activity is one of the main contributors to the overall logistics costs of a company. One of the ways to minimize the cost that comes from this activity is through the optimization of the distribution route. However, with the growth of delivery points, the possible routes combinations are growing in a nonlinear fashion, increasing the complexity to obtain the optimal combination of the distribution routes. In this paper, we present a simple modified clarke-wright algorithm with the implementation of heuristic pruning to deal with time and space complexity in a case of very large scale capacitated vehicle routing problem. The resulting algorithm can solve a very large routing problem with several thousand customers within a minute and produce relatively good solutions compared to the state-of-the-art algorithm, especially for the problem with a depot located at the center. Furthermore, the algorithm is also tested to solve a very large scale problem of FMCG company in Indonesia with 32,223 delivery points.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
A Cooperative Logistics Management Model Based on Traceability for Reducing the Logistics Costs of Coffee Storage in Peru's Agro-Export Sector Coordinating the Supply Chain with Purchase Service Offered by a 3PL Firm Measurement of Maintenance Performance Using Six Sigma Maintenance Scorecard Method (Case Study in PT X Aircraft Service Maintenance Workshop) Package Delivery Route Optimization with Tight Travel Time An Exploration on the Problems of Replacing Accounting Professions by AI in the Future
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1