Evaluation on Integrating Relocation and User Flexibility in Large-Scale One-Way Electric Carsharing Systems

被引:0
作者
Lai, Minghui [1 ]
Lang, Zekun [1 ]
Cai, Xiaoqiang [2 ]
机构
[1] Southeast Univ, Sch Econ & Management, Nanjing, Peoples R China
[2] Chinese Univ Hong Kong Shenzhen, Shenzhen Res Inst Big Data, Shenzhen 518172, Peoples R China
来源
INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 2 | 2023年 / 543卷
基金
中国国家自然科学基金;
关键词
One-way carsharing; Relocation; User flexibility; Iterated local search; VEHICLE RELOCATION; OPTIMIZATION;
D O I
10.1007/978-3-031-16078-3_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One-way electric carsharing system has become the most widely used form of carsharing service in practice. However, car imbalance, parking shortage, and battery charging jointly impose great challenges upon the operation. Many carsharing operators, e.g., GoFun, offer incentives to flexible users for accepting alternative itineraries and also adopt parking reservation policies. In this paper, we propose a network flow model, where a user's itinerary corresponds to a path in the network, and then develop a new path search heuristic algorithm that iteratively improves a given solution by solving shortest path problems. We use real data from GoFun as an example to conduct extensive computational experiments. The results show that our algorithm significantly outperforms the greedy solution on the first-come-first-serve basis in terms of both profit and service level.
引用
收藏
页码:118 / 133
页数:16
相关论文
共 17 条
  • [1] Optimization for dynamic ride-sharing: A review
    Agatz, Niels
    Erera, Alan
    Savelsbergh, Martin
    Wang, Xing
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 223 (02) : 295 - 303
  • [2] AMAP, 2020, ROUT PLANN API DOC
  • [3] Investigating the effect of temporal and spatial flexibility on the performance of one-way electric carsharing systems
    Boyac, Burak
    Zografos, Konstantinos G.
    [J]. TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2019, 129 : 244 - 272
  • [4] An optimization framework for the development of efficient one-way car-sharing systems
    Boyaci, Burak
    Zografos, Konstantinos G.
    Geroliminis, Nikolas
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 240 (03) : 718 - 733
  • [5] An Adaptive Large Neighborhood Search for relocating vehicles in electric carsharing services
    Bruglieri, Maurizio
    Pezzella, Ferdinando
    Pisacane, Ornella
    [J]. DISCRETE APPLIED MATHEMATICS, 2019, 253 : 185 - 200
  • [6] The Added Value of Accounting For Users' Flexibility and Information on the Potential of a Station-Based One-Way Car-Sharing System: An Application in Lisbon, Portugal
    Correia, Goncalo Homem de Almeida
    Jorge, Diana Ramos
    Antunes, David Marques
    [J]. JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS, 2014, 18 (03) : 299 - 308
  • [7] Optimizing relocation operations in electric car-sharing
    Gambella, Claudio
    Malaguti, Enrico
    Masini, Filippo
    Vigo, Daniele
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2018, 81 : 234 - 245
  • [8] GoFun, 2020, PLATF RUL GOF CHUX
  • [9] Vehicle relocation in one-way station -based electric carsharing systems: A comparative study of operator -based and user-based methods
    Huang, Kai
    An, Kun
    Rich, Jeppe
    Ma, Wanjing
    [J]. TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2020, 142 (142)
  • [10] Literature review of the vehicle relocation problem in one-way car sharing networks
    Illgen, Stefan
    Hoeck, Michael
    [J]. TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2019, 120 : 193 - 204