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Multi-level optimization of low-temperature heating methods for large-capacity lithium-ion batteries based on temperature uniformity

Author

Listed:
  • Zhang, Hong
  • Zhao, Yuxuan
  • Tian, Yu
  • Zhang, Yifan
  • Tao, Zhenyi
  • Xu, Shiqi

Abstract

Large-capacity lithium-ion batteries (LIBs) heating technology is a key factor for electric vehicles to cope with low-temperature conditions. However, at the individual cell level, due to the large size and uneven heat generation, large-capacity LIBs exhibit significant temperature non-uniformity. At the module level, temperature non-uniformity can also arise because of different heat transfer conditions and variations in heating power. Temperature non-uniformity can manifest during the operation of the battery, especially during low-temperature warm-up, which adversely affects the battery's lifespan and reliability. Currently, mainstream heating methods face significant challenges in balancing temperature uniformity and heating rate at both the cell and module levels. Internal heating techniques, such as pulsed internal resistance self-heating, and external heating methods, like liquid heating, inherently struggle to optimize temperature uniformity across multiple levels due to their fundamental principles. To address this issue, this study proposed a low-temperature warm-up multi-level optimization method based on temperature uniformity and conducted an optimized design for large-capacity LIBs and a sandwich self-heating structure. An uneven heat generation model is established and validated through a low-temperature heating experiment to analyze the uneven heat generation of LIBs under low temperatures. Building on this, the heating non-uniformity at both the cell level and module level is analyzed. Due to the sandwich structure of the battery and heating sheets, optimization can be simultaneously achieved at both the cell and module levels by modifying the topology and heating power of the heating sheets The results indicate that when heating a cell with a heating speed (5.39 °C/min for cell and 5.04 °C/min for module) in a −30 °C environment, the temperature difference at the cell level can be constrained to within 1.31 °C for cell level and 4.96 °C for module level which are significant improvements of temperature uniformity (29.2 % and 32.7 %). Furthermore, the multi-level optimization methods can be applied to other low-temperature warm-up methods and other levels of batteries. It provides guidance for addressing the temperature non-uniformity optimization issues in batteries and holds the potential for widespread application in different usage scenarios.

Suggested Citation

  • Zhang, Hong & Zhao, Yuxuan & Tian, Yu & Zhang, Yifan & Tao, Zhenyi & Xu, Shiqi, 2025. "Multi-level optimization of low-temperature heating methods for large-capacity lithium-ion batteries based on temperature uniformity," Energy, Elsevier, vol. 330(C).
  • Handle: RePEc:eee:energy:v:330:y:2025:i:c:s0360544225022704
    DOI: 10.1016/j.energy.2025.136628
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    References listed on IDEAS

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    1. Zhang, Jiangyun & Shao, Dan & Jiang, Liqin & Zhang, Guoqing & Wu, Hongwei & Day, Rodney & Jiang, Wenzhao, 2022. "Advanced thermal management system driven by phase change materials for power lithium-ion batteries: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
    2. Yu, Xiao & Lin, Cheng & Tian, Yu & Zhao, Mingjie & Liu, Huimin & Xie, Peng & Zhang, JunZhi, 2023. "Real-time and hierarchical energy management-control framework for electric vehicles with dual-motor powertrain system," Energy, Elsevier, vol. 272(C).
    3. Qin, Yudi & Xu, Zhoucheng & Xiao, Shengran & Gao, Ming & Bai, Jian & Liebig, Dorothea & Lu, Languang & Han, Xuebing & Li, Yalun & Du, Jiuyu & Ouyang, Minggao, 2023. "Temperature consistency–oriented rapid heating strategy combining pulsed operation and external thermal management for lithium-ion batteries," Applied Energy, Elsevier, vol. 335(C).
    4. Chao-Yang Wang & Guangsheng Zhang & Shanhai Ge & Terrence Xu & Yan Ji & Xiao-Guang Yang & Yongjun Leng, 2016. "Lithium-ion battery structure that self-heats at low temperatures," Nature, Nature, vol. 529(7587), pages 515-518, January.
    5. Sun, Xilei & Zhou, Feng & Fu, Jianqin & Liu, Jingping, 2024. "Experiment and simulation study on energy flow characteristics of a battery electric vehicle throughout the entire driving range in low-temperature conditions," Energy, Elsevier, vol. 292(C).
    6. Chao-Yang Wang & Teng Liu & Xiao-Guang Yang & Shanhai Ge & Nathaniel V. Stanley & Eric S. Rountree & Yongjun Leng & Brian D. McCarthy, 2022. "Fast charging of energy-dense lithium-ion batteries," Nature, Nature, vol. 611(7936), pages 485-490, November.
    7. Yuan, Hong & Ma, Minda & Zhou, Nan & Xie, Hui & Ma, Zhili & Xiang, Xiwang & Ma, Xin, 2024. "Battery electric vehicle charging in China: Energy demand and emissions trends in the 2020s," Applied Energy, Elsevier, vol. 365(C).
    8. Tang, Aihua & Xu, Yuchen & Hu, Yuanzhi & Tian, Jinpeng & Nie, Yuwei & Yan, Fuwu & Tan, Yong & Yu, Quanqing, 2024. "Battery state of health estimation under dynamic operations with physics-driven deep learning," Applied Energy, Elsevier, vol. 370(C).
    9. Tian, Yu & Lin, Cheng & Li, Hailong & Du, Jiuyu & Xiong, Rui, 2021. "Detecting undesired lithium plating on anodes for lithium-ion batteries – A review on the in-situ methods," Applied Energy, Elsevier, vol. 300(C).
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