Traveling salesman problem with time windows and a drone-utilizing intermediate points (TSPTWD-IP)

IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers & Industrial Engineering Pub Date : 2024-10-09 DOI:10.1016/j.cie.2024.110641
Bo Lan , Yoshinori Suzuki
{"title":"Traveling salesman problem with time windows and a drone-utilizing intermediate points (TSPTWD-IP)","authors":"Bo Lan ,&nbsp;Yoshinori Suzuki","doi":"10.1016/j.cie.2024.110641","DOIUrl":null,"url":null,"abstract":"<div><div>The fast growing of e-commerce has raised challenges to the last-mile logistics. Our study focuses on an emerging mode of transportation, i.e., a collaboration of a truck and an autonomous drone to deliver parcels. We develop a novel model of traveling salesman problem with time windows that jointly utilizes a truck and a drone in a coordinated manner. This model allows operating a drone not only on customers’ sites but also on other discrete intermediate points on arcs, and incorporates characteristics not considered previously, such as drone inoperable areas. We formulate this problem as a mixed integer linear program. We also develop a metaheuristic method that can solve the problems with up to 100 customers. Numerical experiments showed that our metaheuristic can find good solutions for many instances. Our model can cut the total delivery time by as much as 26% when compared to the traditional delivery model with only a single truck, and by 4% when compared to the existing model of a truck-and-drone operations that allows a drone to be launched or received at customers’ sites only.</div></div>","PeriodicalId":55220,"journal":{"name":"Computers & Industrial Engineering","volume":"198 ","pages":"Article 110641"},"PeriodicalIF":6.7000,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computers & Industrial Engineering","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0360835224007630","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0

Abstract

The fast growing of e-commerce has raised challenges to the last-mile logistics. Our study focuses on an emerging mode of transportation, i.e., a collaboration of a truck and an autonomous drone to deliver parcels. We develop a novel model of traveling salesman problem with time windows that jointly utilizes a truck and a drone in a coordinated manner. This model allows operating a drone not only on customers’ sites but also on other discrete intermediate points on arcs, and incorporates characteristics not considered previously, such as drone inoperable areas. We formulate this problem as a mixed integer linear program. We also develop a metaheuristic method that can solve the problems with up to 100 customers. Numerical experiments showed that our metaheuristic can find good solutions for many instances. Our model can cut the total delivery time by as much as 26% when compared to the traditional delivery model with only a single truck, and by 4% when compared to the existing model of a truck-and-drone operations that allows a drone to be launched or received at customers’ sites only.
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
带时间窗口和无人机利用中间点的旅行推销员问题(TSPTWD-IP)
电子商务的快速发展给 "最后一英里 "物流带来了挑战。我们的研究侧重于一种新兴的运输模式,即卡车和自动无人机合作运送包裹。我们开发了一个带有时间窗口的旅行推销员问题新模型,该模型以协调的方式联合使用卡车和无人机。该模型允许无人机不仅在客户所在地而且在弧线上的其他离散中间点上运行,并纳入了以前未考虑过的特性,如无人机不可操作区域。我们将这一问题表述为一个混合整数线性程序。我们还开发了一种元启发式方法,可以解决多达 100 个客户的问题。数值实验表明,我们的元启发式方法可以为许多实例找到良好的解决方案。与只有一辆卡车的传统送货模式相比,我们的模式可以将总送货时间缩短 26%;与现有的卡车加无人机运营模式(只允许在客户所在地发射或接收无人机)相比,我们的模式可以将总送货时间缩短 4%。
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 去求助
来源期刊
Computers & Industrial Engineering
Computers & Industrial Engineering 工程技术-工程:工业
CiteScore
12.70
自引率
12.70%
发文量
794
审稿时长
10.6 months
期刊介绍: Computers & Industrial Engineering (CAIE) is dedicated to researchers, educators, and practitioners in industrial engineering and related fields. Pioneering the integration of computers in research, education, and practice, industrial engineering has evolved to make computers and electronic communication integral to its domain. CAIE publishes original contributions focusing on the development of novel computerized methodologies to address industrial engineering problems. It also highlights the applications of these methodologies to issues within the broader industrial engineering and associated communities. The journal actively encourages submissions that push the boundaries of fundamental theories and concepts in industrial engineering techniques.
期刊最新文献
Blockchain’s role in operation strategy of power battery closed-loop supply chain Exact formulation and two-stage optimisation method for corridor allocation problem consider separated man-vehicle logistics passage in manufacturing workshops Optimizing speed of a green truckload pickup and delivery routing problem with outsourcing: Heuristic and exact approaches Project portfolio selection with relationship considerations: A random walk with restart based on influencing factors Scenario-based multi-objective optimization for manufacturing reliability with production routes and available machine types
×
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