{"title":"Collaborative delivery problem of trucks and multiple drones: an en-route operation with flexible launch positions","authors":"Bing Han, TianZe Chi, Zhengyi Sun","doi":"10.1111/itor.70045","DOIUrl":null,"url":null,"abstract":"<p>Drones are gradually being used in logistics, and collaborative systems combining trucks and drones are proposed for last-mile delivery. Therefore, it is a meaningful study to improve the efficiency of collaborative delivery of truck–drone system. Based on the truck–drone collaborative delivery problem with en-route operations, this paper introduces a new concept of flexible launch point, which is to set up multiple non-customer stops in the truck's route for launching drones. In light of this concept, an en-route operation with flexible positions in the truck–drone collaborative delivery problem is proposed. The problem is formulated as a mixed integer linear program that aims to minimize customer waiting times, determine the optimal route for the truck with multi-drones, and establish the optimal flexible launch positions for the drones. We developed a variable neighborhood search algorithm and conducted large-scale experiments. The experiments have demonstrated that the new collaborative approach maximizes drone utilization, expands the range of drone services, and ensures flexible launch. The en-route operation with flexible launch positions presented in this paper provides innovative ideas for further application of trucks with multi-drones in last-mile delivery. This is also relevant for other scenarios, such as emergency management and routine inspections, which involve collaboration between trucks and drones.</p>","PeriodicalId":49176,"journal":{"name":"International Transactions in Operational Research","volume":"33 6","pages":"4072-4109"},"PeriodicalIF":3.5000,"publicationDate":"2026-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Transactions in Operational Research","FirstCategoryId":"91","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/itor.70045","RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/5/5 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"MANAGEMENT","Score":null,"Total":0}
引用次数: 0
Abstract
Drones are gradually being used in logistics, and collaborative systems combining trucks and drones are proposed for last-mile delivery. Therefore, it is a meaningful study to improve the efficiency of collaborative delivery of truck–drone system. Based on the truck–drone collaborative delivery problem with en-route operations, this paper introduces a new concept of flexible launch point, which is to set up multiple non-customer stops in the truck's route for launching drones. In light of this concept, an en-route operation with flexible positions in the truck–drone collaborative delivery problem is proposed. The problem is formulated as a mixed integer linear program that aims to minimize customer waiting times, determine the optimal route for the truck with multi-drones, and establish the optimal flexible launch positions for the drones. We developed a variable neighborhood search algorithm and conducted large-scale experiments. The experiments have demonstrated that the new collaborative approach maximizes drone utilization, expands the range of drone services, and ensures flexible launch. The en-route operation with flexible launch positions presented in this paper provides innovative ideas for further application of trucks with multi-drones in last-mile delivery. This is also relevant for other scenarios, such as emergency management and routine inspections, which involve collaboration between trucks and drones.
期刊介绍:
International Transactions in Operational Research (ITOR) aims to advance the understanding and practice of Operational Research (OR) and Management Science internationally. Its scope includes:
International problems, such as those of fisheries management, environmental issues, and global competitiveness
International work done by major OR figures
Studies of worldwide interest from nations with emerging OR communities
National or regional OR work which has the potential for application in other nations
Technical developments of international interest
Specific organizational examples that can be applied in other countries
National and international presentations of transnational interest
Broadly relevant professional issues, such as those of ethics and practice
Applications relevant to global industries, such as operations management, manufacturing, and logistics.