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Battery valuation and management for battery swapping station

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  • Chen, Xinjiang
  • Yang, Yu
  • Wang, Jianxiao
  • Song, Jie
  • He, Guannan

Abstract

Battery swapping station (BSS), a business model of battery energy storage (BES), has great potential in future integrated low-carbon energy and transportation systems. However, frequent battery swapping will inevitably accelerate battery degradation and shorten the battery life accordingly. To model the tradeoff of BSS use between energy and transportation applications, we develop a life-cycle decision model that coordinates battery charging and swapping in which the sensitivity of demand to price for battery swapping is considered and the optimal marginal degradation cost (MDC) of BSS is determined to maximize the BSS benefit across time and application. The proposed model is applied to manage a BSS that simultaneously provides battery swapping services to electric vehicle customers and provides flexibility service to the power grid, including energy arbitrage and reserve. The case study shows that while the end of the battery physical life occurs faster with battery swapping, the economic life becomes considerably longer. The results also reveal that the optimal MDC depends on the battery values in each application, and we analyze how the battery swapping price affects the optimal MDC and battery life. The proposed model can also provide decision support for on-demand BSS service, such as battery trading and renting.

Suggested Citation

  • Chen, Xinjiang & Yang, Yu & Wang, Jianxiao & Song, Jie & He, Guannan, 2023. "Battery valuation and management for battery swapping station," Energy, Elsevier, vol. 279(C).
    • Handle: RePEc:eee:energy:v:279:y:2023:i:c:s0360544223015141
    DOI: 10.1016/j.energy.2023.128120
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    as
    1. Noah Kittner & Felix Lill & Daniel M. Kammen, 2017. "Energy storage deployment and innovation for the clean energy transition," Nature Energy, Nature, vol. 2(9), pages 1-6, September.
    2. Yang, Duo & Wang, Yujie & Pan, Rui & Chen, Ruiyang & Chen, Zonghai, 2018. "State-of-health estimation for the lithium-ion battery based on support vector regression," Applied Energy, Elsevier, vol. 227(C), pages 273-283.
    3. 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.
    4. Guannan He & Qixin Chen & Panayiotis Moutis & Soummya Kar & Jay F. Whitacre, 2018. "An intertemporal decision framework for electrochemical energy storage management," Nature Energy, Nature, vol. 3(5), pages 404-412, May.
    5. Amiri, Saeed Salimi & Jadid, Shahram & Saboori, Hedayat, 2018. "Multi-objective optimum charging management of electric vehicles through battery swapping stations," Energy, Elsevier, vol. 165(PB), pages 549-562.
    6. Wei, Xinxing & Ban, Shengnan & Shi, Xilin & Li, Peng & Li, Yinping & Zhu, Shijie & Yang, Kun & Bai, Weizheng & Yang, Chunhe, 2023. "Carbon and energy storage in salt caverns under the background of carbon neutralization in China," Energy, Elsevier, vol. 272(C).
    7. Alaywan, Ziad, 2000. "Evolution of the California Independent System Operator Markets," The Electricity Journal, Elsevier, vol. 13(6), pages 69-83, July.
    8. William A. Braff & Joshua M. Mueller & Jessika E. Trancik, 2016. "Value of storage technologies for wind and solar energy," Nature Climate Change, Nature, vol. 6(10), pages 964-969, October.
    9. Zhang, Junxia & Li, Xingmei & Jia, Dongqing & Zhou, Yuexin, 2023. "A Bi-level programming for union battery swapping stations location-routing problem under joint distribution and cost allocation," Energy, Elsevier, vol. 272(C).
    10. Yang, Jie & Liu, Wei & Ma, Kai & Yue, Zhiyuan & Zhu, Anhu & Guo, Shiliang, 2023. "An optimal battery allocation model for battery swapping station of electric vehicles," Energy, Elsevier, vol. 272(C).
    11. He, Guannan & Ciez, Rebecca & Moutis, Panayiotis & Kar, Soummya & Whitacre, Jay F., 2020. "The economic end of life of electrochemical energy storage," Applied Energy, Elsevier, vol. 273(C).
    12. Liu, Jia & Yang, Hongxing & Zhou, Yuekuan, 2021. "Peer-to-peer trading optimizations on net-zero energy communities with energy storage of hydrogen and battery vehicles," Applied Energy, Elsevier, vol. 302(C).
    13. Wang, Sen & Li, Fengting & Zhang, Gaohang & Yin, Chunya, 2023. "Analysis of energy storage demand for peak shaving and frequency regulation of power systems with high penetration of renewable energy," Energy, Elsevier, vol. 267(C).
    14. Nguyen, Su & Peng, Wei & Sokolowski, Peter & Alahakoon, Damminda & Yu, Xinghuo, 2018. "Optimizing rooftop photovoltaic distributed generation with battery storage for peer-to-peer energy trading," Applied Energy, Elsevier, vol. 228(C), pages 2567-2580.
    15. Robert L. Fares & Michael E. Webber, 2017. "The impacts of storing solar energy in the home to reduce reliance on the utility," Nature Energy, Nature, vol. 2(2), pages 1-10, February.
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    1. Su, Yongxin & Yue, Shuaixian & Qiu, Lei & Chen, Jie & Wang, Rui & Tan, Mao, 2024. "Energy management for scalable battery swapping stations: A deep reinforcement learning and mathematical optimization cascade approach," Applied Energy, Elsevier, vol. 365(C).
    2. Jia Ke & Dezhao Zhu & Yanjun Wang & Chunxiao Hao & Yan Ding, 2024. "Study on the Development Status and Promotion Strategy of Zero-Emission Commercial Vehicles in China under the Background of the Dual Carbon Target," Sustainability, MDPI, vol. 16(17), pages 1-23, August.

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