Dynamic pickup and delivery problem for autonomous delivery robots in an airport terminal

被引:1
|
作者
Jeong, Joonhwa [1 ]
Moon, Ilkyeong [1 ,2 ]
机构
[1] Seoul Natl Univ, Dept Ind Engn, Seoul 08826, South Korea
[2] Seoul Natl Univ, Inst Engn Res, Seoul 08826, South Korea
基金
新加坡国家研究基金会;
关键词
Dynamic pickup and delivery problem; Autonomous delivery robot; Battery recharging strategy; Peak period management; VEHICLE-ROUTING PROBLEM; ELECTRIC VEHICLES; TIME WINDOWS; FLEET; STRATEGIES; STATIONS;
D O I
10.1016/j.cie.2024.110476
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Autonomous delivery robot (ADR) operation for short-range delivery purposes is becoming an increasingly popular mode of service. Assigning orders to robots is critical in ensuring high quality in these automated delivery operations. This paper considers a dynamic pickup and delivery problem using autonomous robots (DPDP-AR), where a fleet of ADRs picks up desired items from stores and delivers them to customers. The arrival time of orders is uncertain, with a hard delivery deadline for each order. This study considered the battery consumption of ADRs, which has been less extensively covered in previous research, and devised a battery recharging strategy for the operation. To handle this stochasticity and dynamism in the problem, we developed a reassignment algorithm that reschedules previously assigned orders at the arrival of a new order. Additionally, as periods of high demand can be estimated, peak time management of the battery is proposed to enhance ADR utilization at peak periods. Computational experiments were performed on real- world ADR food delivery service instances in an airport terminal. Test instances on various demand scenarios demonstrated improvement in service quality when devised policies were used compared to current practice. We substantiated that the proposed algorithms found efficient solutions within short computation times, validating their applicability to real-world operations.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] An approach on solving the real time dynamic Pickup and Delivery Problem
    Yu, Xiao-gao
    Yu, Xiao-peng
    2007 IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION, VOLS 1-7, 2007, : 3072 - +
  • [22] Dynamic pickup and delivery problems
    Berbeglia, Gerardo
    Cordeau, Jean-Francois
    Laporte, Gilbert
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 202 (01) : 8 - 15
  • [23] Pickup and delivery problems with autonomous vehicles on rings
    Trotta, Manuel
    Archetti, Claudia
    Feillet, Dominique
    Quilliot, Alain
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2022, 300 (01) : 221 - 236
  • [24] Solving a practical pickup and delivery problem
    Xu, H
    Chen, ZL
    Rajagopal, S
    Arunapuram, S
    TRANSPORTATION SCIENCE, 2003, 37 (03) : 347 - 364
  • [25] THE PICKUP AND DELIVERY PROBLEM WITH TIME WINDOWS
    DUMAS, Y
    DESROSIERS, J
    SOUMIS, F
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1991, 54 (01) : 7 - 22
  • [26] THE PICKUP DELIVERY LOCATION PROBLEM ON NETWORKS
    MOSHEIOV, G
    NETWORKS, 1995, 26 (04) : 243 - 251
  • [27] The splittable pickup and delivery problem with reloads
    Kerivin, H. L. M.
    Lacroix, M.
    Mahjoub, A. R.
    Quilliot, A.
    EUROPEAN JOURNAL OF INDUSTRIAL ENGINEERING, 2008, 2 (02) : 112 - 133
  • [28] Waiting and Buffering Strategies for the Dynamic Pickup and Delivery Problem with Time Windows
    Pureza, Vitoria
    Laporte, Gilbert
    INFOR, 2008, 46 (03) : 165 - 175
  • [29] Dynamic Vehicle Routing Problem with Simultaneous Delivery and Pickup : Formulation and Resolution
    Berahhou, Amina
    Benadada, Youssef
    GOL'20: 2020 5TH INTERNATIONAL CONFERENCE ON LOGISTICS OPERATIONS MANAGEMENT (GOL), 2020, : 65 - 72
  • [30] A multi agent based organizational architecture for dynamic pickup and delivery problem
    Guerram T.
    Journal of Computing and Information Technology, 2017, 25 (04): : 259 - 277