IDEAS home Printed from https://ideas.repec.org/a/eee/transe/v156y2021ics1366554521002751.html
   My bibliography  Save this article

The vehicle deployment and relocation problem for electric vehicle sharing systems considering demand and parking space stochasticity

Author

Listed:
  • Lin, Dung-Ying
  • Kuo, Jia-Kai

Abstract

One-way electric vehicle (EV) sharing systems have received increasing attention because of their environmental, mobility, and societal benefits. In this research, we investigate the vehicle deployment and relocation problem for hybrid one-way station-based and free-floating electric vehicle sharing systems considering demand and parking space stochasticity. The problem is formulated as a two-stage stochastic program. In the first stage, the EVs are deployed into a sharing system based on historical customer data to maximize the resulting profit. The second stage maximizes the expected profit by relocating the EVs in the system using relocation staff in response to an uncertain demand. To solve the resulting complicated problem, an integer L-shaped method is proposed so that the cuts can efficiently fathom the solution space and identify solutions with a reasonable optimality gap. The proposed solution framework is empirically applied to cases of various sizes. The empirical results demonstrate the effectiveness of the proposed solution scheme.

Suggested Citation

  • Lin, Dung-Ying & Kuo, Jia-Kai, 2021. "The vehicle deployment and relocation problem for electric vehicle sharing systems considering demand and parking space stochasticity," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 156(C).
    • Handle: RePEc:eee:transe:v:156:y:2021:i:c:s1366554521002751
    DOI: 10.1016/j.tre.2021.102514
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1366554521002751
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.tre.2021.102514?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Mengshi Lu & Zhihao Chen & Siqian Shen, 2018. "Optimizing the Profitability and Quality of Service in Carshare Systems Under Demand Uncertainty," Manufacturing & Service Operations Management, INFORMS, vol. 20(2), pages 162-180, May.
    2. Brandstätter, Georg & Kahr, Michael & Leitner, Markus, 2017. "Determining optimal locations for charging stations of electric car-sharing systems under stochastic demand," Transportation Research Part B: Methodological, Elsevier, vol. 104(C), pages 17-35.
    3. Zhao, Meng & Li, Xiaopeng & Yin, Jiateng & Cui, Jianxun & Yang, Lixing & An, Shi, 2018. "An integrated framework for electric vehicle rebalancing and staff relocation in one-way carsharing systems: Model formulation and Lagrangian relaxation-based solution approach," Transportation Research Part B: Methodological, Elsevier, vol. 117(PA), pages 542-572.
    4. Wang, Mingshu & Zhou, Xiaolu, 2017. "Bike-sharing systems and congestion: Evidence from US cities," Journal of Transport Geography, Elsevier, vol. 65(C), pages 147-154.
    5. Nourinejad, Mehdi & Zhu, Sirui & Bahrami, Sina & Roorda, Matthew J., 2015. "Vehicle relocation and staff rebalancing in one-way carsharing systems," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 81(C), pages 98-113.
    6. Fishman, Elliot & Washington, Simon & Haworth, Narelle & Watson, Angela, 2015. "Factors influencing bike share membership: An analysis of Melbourne and Brisbane," Transportation Research Part A: Policy and Practice, Elsevier, vol. 71(C), pages 17-30.
    7. Boyacı, Burak & Zografos, Konstantinos G. & Geroliminis, Nikolas, 2017. "An integrated optimization-simulation framework for vehicle and personnel relocations of electric carsharing systems with reservations," Transportation Research Part B: Methodological, Elsevier, vol. 95(C), pages 214-237.
    8. Zhang, Dong & Liu, Yang & He, Shuangchi, 2019. "Vehicle assignment and relays for one-way electric car-sharing systems," Transportation Research Part B: Methodological, Elsevier, vol. 120(C), pages 125-146.
    9. Shaheen, Susan & Cohen, Adam P. & Chung, Melissa, 2008. "North American Carsharing: A Ten-Year Retrospective," Institute of Transportation Studies, Working Paper Series qt8jg510td, Institute of Transportation Studies, UC Davis.
    10. Gambella, Claudio & Malaguti, Enrico & Masini, Filippo & Vigo, Daniele, 2018. "Optimizing relocation operations in electric car-sharing," Omega, Elsevier, vol. 81(C), pages 234-245.
    11. Correia, Gonçalo Homem de Almeida & Antunes, António Pais, 2012. "Optimization approach to depot location and trip selection in one-way carsharing systems," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(1), pages 233-247.
    12. Golalikhani, Masoud & Oliveira, Beatriz Brito & Carravilla, Maria Antónia & Oliveira, José Fernando & Antunes, António Pais, 2021. "Carsharing: A review of academic literature and business practices toward an integrated decision-support framework," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
    13. Mubarak, Mamdouh & Üster, Halit & Abdelghany, Khaled & Khodayar, Mohammad, 2021. "Strategic network design and analysis for in-motion wireless charging of electric vehicles," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 145(C).
    14. Fan, Wei, 2014. "Optimizing Strategic Allocation of Vehicles for One-Way Car-sharing Systems Under Demand Uncertainty," Journal of the Transportation Research Forum, Transportation Research Forum, vol. 53(3).
    15. Mounce, Richard & Nelson, John D., 2019. "On the potential for one-way electric vehicle car-sharing in future mobility systems," Transportation Research Part A: Policy and Practice, Elsevier, vol. 120(C), pages 17-30.
    16. Shaheen, Susan & Cohen, Adam P. & Chung, Melissa, 2008. "North American Carsharing: A Ten-Year Retrospective," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt8jg510td, Institute of Transportation Studies, UC Berkeley.
    17. Bian, Yiwen & Cui, Yitong & Yan, Shuai & Han, Xiaohua, 2021. "Optimal strategy of a customer-to-customer sharing platform: Whether to launch its own sharing service?," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
    18. Wolf, Christian & Koberstein, Achim, 2013. "Dynamic sequencing and cut consolidation for the parallel hybrid-cut nested L-shaped method," European Journal of Operational Research, Elsevier, vol. 230(1), pages 143-156.
    19. Jiang, Bowen & Fan, Zhi-Ping, 2020. "Optimal allocation of shared parking slots considering parking unpunctuality under a platform-based management approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hao, Wu & Martin, Layla, 2022. "Prohibiting cherry-picking: Regulating vehicle sharing services who determine fleet and service structure," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 161(C).
    2. Zhang, Si & Sun, Huijun & Liu, Yang & Lv, Ying & Wu, Jianjun & Feng, Xiaoyan, 2024. "Carsharing equitable relocation problem: A two-stage stochastic programming approach with learning-embedded endogenous uncertainty in demand," Transportation Research Part B: Methodological, Elsevier, vol. 179(C).
    3. Liu, Yang & Xie, Jiaohong & Chen, Nan, 2022. "Stochastic one-way carsharing systems with dynamic relocation incentives through preference learning," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 166(C).
    4. Wang, Dong & Liao, Feixiong, 2023. "Incentivized user-based relocation strategies for moderating supply–demand dynamics in one-way car-sharing services," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 171(C).
    5. Amine Masmoudi, M. & Coelho, Leandro C. & Demir, Emrah, 2022. "Plug-in hybrid electric refuse vehicle routing problem for waste collection," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 166(C).
    6. Tan, Zhen & Liu, Fan & Chan, Hing Kai & Gao, H. Oliver, 2022. "Transportation systems management considering dynamic wireless charging electric vehicles: Review and prospects," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 163(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Huang, Kai & An, Kun & Rich, Jeppe & Ma, Wanjing, 2020. "Vehicle relocation in one-way station-based electric carsharing systems: A comparative study of operator-based and user-based methods," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
    2. Yang, Jie & Hu, Lu & Jiang, Yangsheng, 2022. "An overnight relocation problem for one-way carsharing systems considering employment planning, return restrictions, and ride sharing of temporary workers," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 168(C).
    3. Huang, Kai & An, Kun & Correia, Gonçalo Homem de Almeida, 2020. "Planning station capacity and fleet size of one-way electric carsharing systems with continuous state of charge functions," European Journal of Operational Research, Elsevier, vol. 287(3), pages 1075-1091.
    4. Yixi Xue & Yi Zhang & Yi Chen, 2019. "An Evaluation Framework for the Planning of Electric Car-Sharing Systems: A Combination Model of AHP-CBA-VD," Sustainability, MDPI, vol. 11(20), pages 1-22, October.
    5. Boyacı, Burak & Zografos, Konstantinos G., 2019. "Investigating the effect of temporal and spatial flexibility on the performance of one-way electric carsharing systems," Transportation Research Part B: Methodological, Elsevier, vol. 129(C), pages 244-272.
    6. Golalikhani, Masoud & Oliveira, Beatriz Brito & Carravilla, Maria Antónia & Oliveira, José Fernando & Antunes, António Pais, 2021. "Carsharing: A review of academic literature and business practices toward an integrated decision-support framework," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
    7. Liu, Yang & Xie, Jiaohong & Chen, Nan, 2022. "Stochastic one-way carsharing systems with dynamic relocation incentives through preference learning," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 166(C).
    8. Bansal, Vishal & Kumar, Deepak Prakash & Roy, Debjit & Subramanian, Shankar C., 2022. "Performance evaluation and optimization of design parameters for electric vehicle-sharing platforms by considering vehicle dynamics," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 166(C).
    9. Xu, Min & Meng, Qiang, 2019. "Fleet sizing for one-way electric carsharing services considering dynamic vehicle relocation and nonlinear charging profile," Transportation Research Part B: Methodological, Elsevier, vol. 128(C), pages 23-49.
    10. Repoux, Martin & Kaspi, Mor & Boyacı, Burak & Geroliminis, Nikolas, 2019. "Dynamic prediction-based relocation policies in one-way station-based carsharing systems with complete journey reservations," Transportation Research Part B: Methodological, Elsevier, vol. 130(C), pages 82-104.
    11. Çalık, Hatice & Fortz, Bernard, 2019. "A Benders decomposition method for locating stations in a one-way electric car sharing system under demand uncertainty," Transportation Research Part B: Methodological, Elsevier, vol. 125(C), pages 121-150.
    12. Nguyen, Tri K. & Hoang, Nam H. & Vu, Hai L., 2022. "A unified activity-based framework for one-way car-sharing services in multi-modal transportation networks," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 157(C).
    13. Zihao Jiao & Lun Ran & Xin Liu & Yuli Zhang & Robin G. Qiu, 2020. "Integrating Price-Incentive and Trip-Selection Policies to Rebalance Shared Electric Vehicles," Service Science, INFORMS, vol. 12(4), pages 148-173, December.
    14. Bekli, Seyma & Boyacı, Burak & Zografos, Konstantinos G., 2021. "Enhancing the performance of one-way electric carsharing systems through the optimum deployment of fast chargers," Transportation Research Part B: Methodological, Elsevier, vol. 152(C), pages 118-139.
    15. Illgen, Stefan & Höck, Michael, 2019. "Literature review of the vehicle relocation problem in one-way car sharing networks," Transportation Research Part B: Methodological, Elsevier, vol. 120(C), pages 193-204.
    16. Cui, Shaohua & Ma, Xiaolei & Zhang, Mingheng & Yu, Bin & Yao, Baozhen, 2022. "The parallel mobile charging service for free-floating shared electric vehicle clusters," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 160(C).
    17. Yanhong Yin & Han Wang & Jimin Xiong & Yufeng Zhu & Zhanfeng Tang, 2021. "Estimation of optimum supply of shared cars based on personal travel behaviors in condition of minimum energy consumption," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(9), pages 13324-13339, September.
    18. Zhang, Si & Sun, Huijun & Wang, Xu & Lv, Ying & Wu, Jianjun, 2022. "Optimization of personalized price discounting scheme for one-way station-based carsharing systems," European Journal of Operational Research, Elsevier, vol. 303(1), pages 220-238.
    19. Lu, Xiaonong & Zhang, Qiang & Peng, Zhanglin & Shao, Zhen & Song, Hao & Wang, Wanying, 2020. "Charging and relocating optimization for electric vehicle car-sharing: An event-based strategy improvement approach," Energy, Elsevier, vol. 207(C).
    20. Chang, Ximing & Wu, Jianjun & Correia, Gonçalo Homem de Almeida & Sun, Huijun & Feng, Ziyan, 2022. "A cooperative strategy for optimizing vehicle relocations and staff movements in cities where several carsharing companies operate simultaneously," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 161(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:transe:v:156:y:2021:i:c:s1366554521002751. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/600244/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.