An improved variable neighborhood search for parallel drone scheduling traveling salesman problem

被引:20
作者
Lei, Deming [1 ]
Chen, Xiang [1 ]
机构
[1] Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China
关键词
Parallel drone scheduling traveling; salesman problem; Variable neighborhood search; Neighborhood structure; DELIVERY; OPTIMIZATION;
D O I
10.1016/j.asoc.2022.109416
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Parallel drone scheduling traveling salesman problem (PDSTSP) is a typical optimization problem of the truck-drone hybrid delivery system and hardly solved by using meta-heuristics. In this study, an improved variable neighborhood search (IVNS) is presented to minimize the completion time of all vehicles for serving all delivery tasks. Three methods based on the longest processing time (LPT) rule and two reduced variable neighborhood search (RVNS) algorithms are used to produce an initial solution. Then IVNS based on a shaking method and an adaptive RVNS is used to improve the initial solution. 20 neighborhood structures are proposed, 14 of which are used to assign customers between the truck and drones. A number of experiments are conducted on 90 instances. The results reveal that IVNS is very competitive for PDSTSP and obtains state-of-the-art solutions of 12 instances. (C) 2022 Published by Elsevier B.V.
引用
收藏
页数:11
相关论文
共 21 条
[1]   Variable neighborhood search for the pickup and delivery traveling salesman problem with LIFO loading [J].
Carrabs, Francesco ;
Cordeau, Jean-Francois ;
Laporte, Gilbert .
INFORMS JOURNAL ON COMPUTING, 2007, 19 (04) :618-632
[2]   A METHOD FOR SOLVING TRAVELING-SALESMAN PROBLEMS [J].
CROES, GA .
OPERATIONS RESEARCH, 1958, 6 (06) :791-812
[3]   A variable neighborhood search for flying sidekick traveling salesman problem [J].
de Freitas, Julia Carta ;
Vaz Penna, Puca Huachi .
INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH, 2020, 27 (01) :267-290
[4]   Matheuristic algorithms for the parallel drone scheduling traveling salesman problem [J].
Dell'Amico, Mauro ;
Montemanni, Roberto ;
Novellani, Stefano .
ANNALS OF OPERATIONS RESEARCH, 2020, 289 (02) :211-226
[5]   The Hybrid Electric Vehicle-Traveling Salesman Problem with time windows [J].
Doppstadt, Christian ;
Koberstein, Achim ;
Vigo, Daniele .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2020, 284 (02) :675-692
[6]   Variable neighborhood search: Principles and applications [J].
Hansen, P ;
Mladenovic, N .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 130 (03) :449-467
[7]   Traveling Salesman Problem With a Drone Station [J].
Kim, Sungwoo ;
Moon, Ilkyeong .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 49 (01) :42-52
[8]   The Time-dependent Electric Vehicle Routing Problem: Model and solution [J].
Lu, Ji ;
Chen, Yuning ;
Hao, Jin-Kao ;
He, Renjie .
EXPERT SYSTEMS WITH APPLICATIONS, 2020, 161
[9]   Variable Neighborhood Search for a Colored Traveling Salesman Problem [J].
Meng, Xianghu ;
Li, Jun ;
Dai, Xianzhong ;
Dou, Jianping .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2018, 19 (04) :1018-1026
[10]   The flying sidekick traveling salesman problem: Optimization of drone-assisted parcel delivery [J].
Murray, Chase C. ;
Chu, Amanda G. .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2015, 54 :86-109