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A real-time strategy for vehicle-to-station recommendation in battery swapping mode

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  • Wang, Ziqi
  • Hou, Sizu

Abstract

It is significant for electric vehicles (EVs) to swap their depleted batteries in the appropriate battery swapping stations because of the limited number of fully charged batteries. This study presents a real-time optimization strategy for recommending an optimal station for the EV upon its swapping request. The strategy aims to save the EV owners’ time lost due to swapping, while improving the operational economy and stability of battery swapping stations and the distribution network. In this strategy, rolling optimization and Lyapunov optimization from two different time scales are combined. In particular, swapping demand is allocated by rolling optimization on a large time scale with predictive information. With the optimal allocation scheme, Lyapunov optimization theory is employed on a small time scale to transform the complex recommendation challenge into convex quadratic programming. Different recommendation strategies are compared in the Beijing traffic network and IEEE 33-bus system. Simulations suggest that our strategy achieves better results in terms of operational performance and solving speed.

Suggested Citation

  • Wang, Ziqi & Hou, Sizu, 2023. "A real-time strategy for vehicle-to-station recommendation in battery swapping mode," Energy, Elsevier, vol. 272(C).
  • Handle: RePEc:eee:energy:v:272:y:2023:i:c:s0360544223005480
    DOI: 10.1016/j.energy.2023.127154
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    References listed on IDEAS

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    1. Xu, Jie & Huang, Yuping, 2022. "The short-term optimal resource allocation approach for electric vehicles and V2G service stations," Applied Energy, Elsevier, vol. 319(C).
    2. Yan, Jie & Menghwar, Mohan & Asghar, Ehtisham & Kumar Panjwani, Manoj & Liu, Yongqian, 2019. "Real-time energy management for a smart-community microgrid with battery swapping and renewables," Applied Energy, Elsevier, vol. 238(C), pages 180-194.
    3. Sofia Panagiotidou, 2020. "Joint optimization of spare parts ordering and age-based preventive replacement," International Journal of Production Research, Taylor & Francis Journals, vol. 58(20), pages 6283-6299, October.
    4. Mahoor, Mohsen & Hosseini, Zohreh S. & Khodaei, Amin, 2019. "Least-cost operation of a battery swapping station with random customer requests," Energy, Elsevier, vol. 172(C), pages 913-921.
    5. Liu, Xinrui & Hou, Min & Sun, Siluo & Wang, Jiawei & Sun, Qiuye & Dong, Chaoyu, 2022. "Multi-time scale optimal scheduling of integrated electricity and district heating systems considering thermal comfort of users: An enhanced-interval optimization method," Energy, Elsevier, vol. 254(PB).
    6. Liang, Yanni & Cai, Hua & Zou, Guilin, 2021. "Configuration and system operation for battery swapping stations in Beijing," Energy, Elsevier, vol. 214(C).
    7. Dreyfuss, Michael & Giat, Yahel, 2017. "Optimal spares allocation to an exchangeable-item repair system with tolerable wait," European Journal of Operational Research, Elsevier, vol. 261(2), pages 584-594.
    8. Wu, Chuantao & Lin, Xiangning & Sui, Quan & Wang, Zhixun & Feng, Zhongnan & Li, Zhengtian, 2021. "Two-stage self-scheduling of battery swapping station in day-ahead energy and frequency regulation markets," Applied Energy, Elsevier, vol. 283(C).
    9. Dreyfuss, Michael & Giat, Yahel, 2018. "Optimal allocation of spares to maximize the window fill rate in a two-echelon exchangeable-item repair system," European Journal of Operational Research, Elsevier, vol. 270(3), pages 1053-1062.
    10. Feng, Jiawei & Hou, Shengya & Yu, Lijun & Dimov, Nikolay & Zheng, Pei & Wang, Chunping, 2020. "Optimization of photovoltaic battery swapping station based on weather/traffic forecasts and speed variable charging," Applied Energy, Elsevier, vol. 264(C).
    11. Zhang, Mingze & Li, Weidong & Yu, Samson Shenglong & Wen, Kerui & Zhou, Chen & Shi, Peng, 2021. "A unified configurational optimization framework for battery swapping and charging stations considering electric vehicle uncertainty," Energy, Elsevier, vol. 218(C).
    12. Sun, Bo & Sun, Xu & Tsang, Danny H.K. & Whitt, Ward, 2019. "Optimal battery purchasing and charging strategy at electric vehicle battery swap stations," European Journal of Operational Research, Elsevier, vol. 279(2), pages 524-539.
    13. Sun, Hao & Yang, Jun & Yang, Chao, 2019. "A robust optimization approach to multi-interval location-inventory and recharging planning for electric vehicles," Omega, Elsevier, vol. 86(C), pages 59-75.
    14. Michael Dreyfuss & Yahel Giat, 2018. "Window Fill Rate in a Two-Echelon Exchangeable-Item Repair-System," Operations Research Proceedings, in: Andreas Fink & Armin Fügenschuh & Martin Josef Geiger (ed.), Operations Research Proceedings 2016, pages 293-299, Springer.
    15. Dreyfuss, Michael & Giat, Yahel, 2019. "Allocating spares to maximize the window fill rate in a periodic review inventory system," International Journal of Production Economics, Elsevier, vol. 214(C), pages 151-162.
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