Branch-price-and-cut for trucks and drones cooperative delivery

被引:51
作者
Zhen, Lu [1 ]
Gao, Jiajing [1 ]
Tan, Zheyi [1 ]
Wang, Shuaian [2 ]
Baldacci, Roberto [3 ]
机构
[1] Shanghai Univ, Sch Management, Shanghai, Peoples R China
[2] Hong Kong Polytech Univ, Fac Business, Kowloon, Hong Kong, Peoples R China
[3] Hamad Bin Khalifa Univ, Coll Sci & Engn, Doha, Qatar
基金
中国国家自然科学基金;
关键词
Collaborative delivery; route optimization; drones; branch-price-and-cut; TRAVELING SALESMAN PROBLEM; VEHICLE-ROUTING PROBLEM; NEIGHBORHOOD SEARCH; MATHEMATICAL-MODEL; OPTIMIZATION;
D O I
10.1080/24725854.2022.2060535
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The truck and drone-based cooperative model of delivery can improve the efficiency of last mile delivery, and has thus increasingly attracted attention in academia and from practitioners. In this study, we examine a vehicle routing problem and apply a cooperative form of delivery involving trucks and drones. We propose a mixed-integer programming model and a branch-price-and-cut-based exact algorithm to address this problem. To reduce the computation time, we design several acceleration strategies, including a combination of dynamic programming and calculus-based approximation for the pricing problem, and various effective inequalities for the restricted master problem. Numerical experiments are conducted to validate the effectiveness and efficiency of the proposed solution.
引用
收藏
页码:271 / 287
页数:17
相关论文
共 36 条
[1]   Optimization Approaches for the Traveling Salesman Problem with Drone [J].
Agatz, Niels ;
Bouman, Paul ;
Schmidt, Marie .
TRANSPORTATION SCIENCE, 2018, 52 (04) :965-981
[2]   Separating capacity constraints in the CVRP using tabu search [J].
Augerat, P ;
Belenguer, JM ;
Benavent, E ;
Corberan, A ;
Naddef, D .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1998, 106 (2-3) :546-557
[3]   Branch-and-price: Column generation for solving huge integer programs [J].
Barnhart, C ;
Johnson, EL ;
Nemhauser, GL ;
Savelsbergh, MWP ;
Vance, PH .
OPERATIONS RESEARCH, 1998, 46 (03) :316-329
[4]   Dynamic programming approaches for the traveling salesman problem with drone [J].
Bouman, Paul ;
Agatz, Niels ;
Schmidt, Marie .
NETWORKS, 2018, 72 (04) :528-542
[5]   Coordinated Logistics with a Truck and a Drone [J].
Carlsson, John Gunnar ;
Song, Siyuan .
MANAGEMENT SCIENCE, 2018, 64 (09) :4052-4069
[6]   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
[7]  
Desaulniers G., 2005, COLUMN GENERATION
[8]   Parcel delivery by vehicle and drone [J].
El-Adle, Amro M. ;
Ghoniem, Ahmed ;
Haouari, Mohamed .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2021, 72 (02) :398-416
[9]   Optimization of a Truck-drone in Tandem Delivery Network Using K-means and Genetic Algorithm [J].
Ferrandez, Sergio Mourelo ;
Harbison, Timothy ;
Weber, Troy ;
Sturges, Robert ;
Rich, Robert .
JOURNAL OF INDUSTRIAL ENGINEERING AND MANAGEMENT-JIEM, 2016, 9 (02) :374-388
[10]   Integrated scheduling of m-truck, m-drone, and m-depot constrained by time-window, drop-pickup, and m-visit using constraint programming [J].
Ham, Andy M. .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2018, 91 :1-14