Relocation optimization of electric cars in one-way car-sharing systems: modeling, exact solving and heuristics algorithms

被引:31
作者
Ait-Ouahmed, Amine [1 ]
Josselin, Didier [1 ,2 ,3 ]
Zhou, Fen [1 ,2 ]
机构
[1] Univ Avignon, CERI LIA, Avignon, France
[2] Univ Avignon, FR Agorant 3621, CNRS, Avignon, France
[3] CNRS, UMR ESPACE 7300, Avignon, France
关键词
Car-sharing; one-way electric-car-sharing routing problem (OECRP); vehicle routing; vehicle redistribution; linear programming; tabu search; greedy algorithm; Auto Bleue service in Nice; Geographical Information Systems; gravity model; REBALANCING PROBLEM; OPERATIONS; SIMULATION; STATIONS; POLICIES;
D O I
10.1080/13658816.2017.1372762
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Car-sharing system with electric cars is a very convenient service for urban transportation: it allows users to pick up a vehicle at a station and rent it during a short time. To manage this kind of system in the best way, it is necessary to solve the critical problem of vehicle stock imbalance across the stations. Several decision levels must be considered to balance the car distribution by taking into account the quality of service and the system operation cost. To this end, a linear programming model is proposed to formalize the problem in a mathematical framework, which allows the computation of optimal vehicle distribution strategies. To make our solution time efficient and usable for solving large problems, a greedy algorithm and a tabu search algorithm are proposed. These two algorithms are applied to the Auto Bleue network in Nice and its surrounding (France) using extensive simulations. Besides, an integrated mapping method is provided within the Geographical Information System QGIS to estimate flows and their locations. Numerical results demonstrate that the tabu search algorithm is able to find near-optimal solutions and good compromises between client satisfaction, number of staff agents and vehicles used, and computing time.
引用
收藏
页码:367 / 398
页数:32
相关论文
共 29 条
[1]  
[Anonymous], 2011, P IND ENG RES C IERC
[2]  
[Anonymous], 1998, Theory of linear and integer programming
[3]  
[Anonymous], 1491 TEPP SCH BUS
[4]  
AVEM, 2015, VOIT EL LIBR SERV AU
[5]   Simulation model performance analysis of a multiple station shared vehicle system [J].
Barth, M ;
Todd, M .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 1999, 7 (04) :237-259
[6]  
Barth M., 2004, Transp. Res. Rec, V1887, P137, DOI [DOI 10.3141/1887-16, 10.3141/1887-16]
[7]   An optimization framework for the development of efficient one-way car-sharing systems [J].
Boyaci, Burak ;
Zografos, Konstantinos G. ;
Geroliminis, Nikolas .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 240 (03) :718-733
[8]   The Relocation Problem for the One-Way Electric Vehicle Sharing [J].
Bruglieri, Maurizio ;
Colorni, Alberto ;
Lue, Alessandro .
NETWORKS, 2014, 64 (04) :292-305
[9]   A model for the layout of bike stations in public bike-sharing systems [J].
Chen, Qun ;
Sun, Tingyuan .
JOURNAL OF ADVANCED TRANSPORTATION, 2015, 49 (08) :884-900
[10]   Optimizing the Use of Electric Vehicles in a Regional Car Rental Fleet [J].
de Almeida Correia, Goncalo Homem ;
Goncalves Santos, Raquel Filipa .
TRANSPORTATION RESEARCH RECORD, 2014, (2454) :76-83