Stochastic optimization models for a bike-sharing problem with transshipment

被引:62
作者
Maggioni, Francesca [1 ]
Cagnolari, Matteo [1 ]
Bertazzi, Luca [2 ]
Wallace, Stein W. [3 ]
机构
[1] Univ Bergamo, Dept Management Econ & Quantitat Methods, Bergamo, Italy
[2] Univ Brescia, Dept Econ & Management, Brescia, Italy
[3] NHH Norwegian Sch Econ, Dept Business & Management Sci, Bergen, Norway
关键词
Logistics; Bike-sharing; Stochastic programming; Transshipment; STATIC REPOSITIONING PROBLEM; REBALANCING PROBLEM; SYSTEMS; ALGORITHM; QUALITY;
D O I
10.1016/j.ejor.2018.12.031
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We study the problem faced by a bike-sharing service provider who needs to manage a fleet of bikes over a set of bike-stations, each with given capacity and time-varying stochastic demand. In particular, we focus on One-way bike sharing systems with transshipment in which: (1) The user can pick up a bike at a station and drop it off at a different station; (2) Transshipment of bikes among stations is performed at the end of the day, to have the optimal number of bikes at each station at the beginning of the service on the next day. For this problem, we propose two-stage and multistage stochastic optimization models, to determine the optimal number of bikes to assign to each station at the beginning of the service. Numerical results are provided for the bike-sharing service "LaBiGi" in Bergamo (Italy), from which managerial insights are drawn. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:272 / 283
页数:12
相关论文
共 29 条
[1]   Optimizing the level of service quality of a bike-sharing system [J].
Alvarez-Valdes, Ramon ;
Belenguer, Jose M. ;
Benavent, Enrique ;
Bermudez, Jose D. ;
Munoz, Facundo ;
Vercher, Enriqueta ;
Verdejo, Francisco .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2016, 62 :163-175
[2]  
Bertazzi L, 2018, EVALUATION COMPUTATI
[3]  
Birge JR, 2011, SPRINGER SER OPER RE, P3, DOI 10.1007/978-1-4614-0237-4
[4]  
Crainic T.G., 2018, ANN OPER RES, P1, DOI DOI 10.1007/S10479-018-2942-8
[5]   A heuristic algorithm for a single vehicle static bike sharing, rebalancing problem [J].
Cruz, Fabio ;
Subramanian, Anand ;
Bruck, Bruno P. ;
Iori, Manuel .
COMPUTERS & OPERATIONS RESEARCH, 2017, 79 :19-33
[6]  
Datner S., 2017, TRANSPORTATION SCI
[7]   The Bike sharing Rebalancing Problem with Stochastic Demands [J].
Dell'Amico, Mauro ;
Iori, Manuel ;
Novellani, Stefano ;
Subramanian, Anand .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2018, 118 :362-380
[8]   A destroy and repair algorithm for the Bike sharing Rebalancing Problem [J].
Dell'Amico, Mauro ;
Iori, Manuel ;
Novellani, Stefano ;
Stutzle, Thomas .
COMPUTERS & OPERATIONS RESEARCH, 2016, 71 :149-162
[9]   The bike sharing rebalancing problem: Mathematical formulations and benchmark instances [J].
Dell'Amico, Mauro ;
Hadjicostantinou, Eleni ;
Iori, Manuel ;
Novellani, Stefano .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2014, 45 :7-19
[10]   Who benefits from transshipment? Exogenous vs. endogenous wholesale prices [J].
Dong, LX ;
Rudi, N .
MANAGEMENT SCIENCE, 2004, 50 (05) :645-657