A variable neighborhood search algorithm for locker-based drone delivery makespan minimization problem

被引:0
|
作者
Zhu, Waiming [1 ,2 ]
Sun, Haiquan [1 ,3 ]
Hu, Xiaoxuan [1 ,2 ,3 ]
Ma, Yingying [1 ]
机构
[1] Hefei Univ Technol, Sch Management, Tunxi Rd, Hefei 230009, Anhui, Peoples R China
[2] Minist Educ, Key Lab Proc Optimizat & Intelligent Decis Making, Tunxi Rd, Hefei 230009, Anhui, Peoples R China
[3] Anhui Aerosp Syst Intelligent Management Engn Res, Tunxi Rd, Hefei 230009, Anhui, Peoples R China
基金
中国国家自然科学基金;
关键词
Locker-based drone delivery; Routing and parking problem; Time-expanded network; Variable neighborhood search; TRAVELING SALESMAN PROBLEM; SERVICE NETWORK DESIGN; SCHEDULING PROBLEM; INTEGRATED MODEL; OPTIMIZATION; VEHICLES;
D O I
10.1016/j.tre.2024.103820
中图分类号
F [经济];
学科分类号
02 ;
摘要
This article studies a novel makespan minimization problem for locker-based drone delivery in which several automatic drones take lockers as launching and landing platforms. It is a vehicle routing and machine scheduling hybrid problem with formulation and solution challenges. Firstly, we formally define the problem and analyze its complexity. Secondly, we formulate an integer linear program model based on a time-expanded network. Thirdly, we develop a variable neighborhood search algorithm that embeds a translation heuristic. The translation heuristic first constructs a rough solution and then improves the solution by solving a linear program. Numerical tests are conducted on simulated instances. The results show that the algorithm finds solutions with an average gap of 7% for small-scale uniform instances and demonstrates good scalability, with CPU time growing nearly linearly as the instance size increases.
引用
收藏
页数:18
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