IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v339y2025ics0360544225045645.html

Multi-objective topology optimization of lithium-ion battery pack cooling plate in full-scale electric vehicles

Author

Listed:
  • Xu, Changtian
  • Wang, Zhuoye
  • Ma, Ruixin
  • Qiu, Xiang
  • Xuan, Weicheng
  • Chen, Jiangping
  • Yu, Binbin
  • Shi, Junye

Abstract

The rapid development of new energy vehicles has led to the enlargement of battery pack dimensions, which serve as their power source. Pump-driven liquid cooling systems are most commonly used, but conventional serpentine cooling plates often generate high pressure drops, reducing overall energy efficiency. Topology optimization shows strong potential for designing efficient cooling plates with reduced flow resistance and enhanced heat transfer. However, most research focuses on small battery modules, with few studies tackling full-scale pack systems. This work optimizes a full-size EV battery cooling plate, using a conventional serpentine design as the baseline. The optimization aims to achieve substantial pressure drop reduction while preserving the required heat transfer performance, with parallel investigation of flow pattern effects on the topology-optimized cooling plate. Key evaluation parameters include average temperature, maximum temperature difference, and pressure drop. Under operational conditions (12 L/min flow rate, 20 °C inlet temperature, 3 kW heating), the design achieves a 23.33 % multi-objective performance improvement versus serpentine plates, reducing pressure drop by 275.78 kPa (59.17 %) and temperature difference by 0.09 °C (1.60 %), albeit with a 0.63 °C (2.74 %) average temperature increase. Throughout the process, experimental verification was conducted to confirm the accuracy of intermediate simulation results, with measured errors of all parameters within 8 %, which confirms the accuracy of the numerical model. The manufacturability of the topology-optimized design is also verified, demonstrating its practical feasibility for full-scale electric vehicle production.

Suggested Citation

  • Xu, Changtian & Wang, Zhuoye & Ma, Ruixin & Qiu, Xiang & Xuan, Weicheng & Chen, Jiangping & Yu, Binbin & Shi, Junye, 2025. "Multi-objective topology optimization of lithium-ion battery pack cooling plate in full-scale electric vehicles," Energy, Elsevier, vol. 339(C).
  • Handle: RePEc:eee:energy:v:339:y:2025:i:c:s0360544225045645
    DOI: 10.1016/j.energy.2025.138922
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544225045645
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.energy.2025.138922?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Monika, Kokkula & Punnoose, Emma Mariam & Datta, Santanu Prasad, 2024. "Multi-objective optimization of cooling plate with hexagonal channel design for thermal management of Li-ion battery module," Applied Energy, Elsevier, vol. 368(C).
    2. Yanqiao Deng & Minda Ma & Nan Zhou & Zhili Ma & Ran Yan & Xin Ma, 2024. "China's plug-in hybrid electric vehicle transition: an operational carbon perspective," Papers 2405.07308, arXiv.org, revised Aug 2024.
    3. Guo, Chao & Liu, Huan-ling & Guo, Qi & Shao, Xiao-dong & Zhu, Ming-liang, 2022. "Investigations on a novel cold plate achieved by topology optimization for lithium-ion batteries," Energy, Elsevier, vol. 261(PA).
    4. Nasiri, Mahdieh & Hadim, Hamid, 2024. "Advances in battery thermal management: Current landscape and future directions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 200(C).
    5. Kalkan, Orhan & Celen, Ali & Bakirci, Kadir, 2022. "Multi-objective optimization of a mini channeled cold plate for using thermal management of a Li-Ion battery," Energy, Elsevier, vol. 251(C).
    6. Ma, Jing & Sun, Yongfei & Zhang, Shiang, 2023. "Experimental investigation on energy consumption of power battery integrated thermal management system," Energy, Elsevier, vol. 270(C).
    7. Sui, Zengguang & Lin, Haosheng & Sun, Qin & Dong, Kaijun & Wu, Wei, 2024. "Multi-objective optimization of efficient liquid cooling-based battery thermal management system using hybrid manifold channels," Applied Energy, Elsevier, vol. 371(C).
    8. Wu, Chunxia & Sun, Yalong & Tang, Heng & Zhang, Shiwei & Yuan, Wei & Zhu, Likuan & Tang, Yong, 2024. "A review on the liquid cooling thermal management system of lithium-ion batteries," Applied Energy, Elsevier, vol. 375(C).
    9. Lee, Changwoo, 2025. "Thermofluid topology optimization of liquid-based cooling plate for lithium-ion battery pack of EVs," Energy, Elsevier, vol. 323(C).
    Full references (including those not matched with items on IDEAS)

    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. Sun, Shulei & Liu, Xinyu & Jia, Xiuxian & Yang, Ye & Yang, Shuai & Li, Jun, 2026. "Staggered conical rib embedded liquid cooling channel: Design and optimization," Energy, Elsevier, vol. 342(C).
    2. Fu, Zhiao & Zuo, Wei & Li, Qingqing & Zhou, Kun & Huang, Yuhan & Li, Yawei, 2025. "Multi-objective optimization of liquid cooling plate partially filled with porous medium for thermal management of lithium-ion battery pack by RSM, NSGA-II and TOPSIS," Energy, Elsevier, vol. 318(C).
    3. Shan, Shuai & Li, Li & Xu, Qiang & Ling, Lei & Xie, Yajun & Wang, Hongkang & Zheng, Keqing & Zhang, Lanchun & Bei, Shaoyi, 2023. "Numerical investigation of a compact and lightweight thermal management system with axially mounted cooling tubes for cylindrical lithium-ion battery module," Energy, Elsevier, vol. 274(C).
    4. Fang, Xinrui & Tian, Haonan & Wu, Muyao & Qiu, Yangrui & Li, Heng & Wang, Li, 2025. "A real-time feedback and adaptive control strategy for battery thermal management system," Energy, Elsevier, vol. 333(C).
    5. Dwivedi, Ankur & Goel, Varun & Kumar, Anoop, 2025. "Experimental insights into application of helical liquid flow skeletons for thermal management of cylindrical lithium-ion batteries," Energy, Elsevier, vol. 323(C).
    6. Sun, Wei & Li, Peng & Cheng, Wenmin & Li, Chongchong & Qi, Xiaolong & Shen, Han & Shao, Xiaodong, 2025. "Novel hybrid thermal management system for cylindrical lithium-ion battery based on CPCM and topology-optimized liquid cooling," Energy, Elsevier, vol. 329(C).
    7. Shi, Chenwei & Xu, Jun & Guo, Zhechen & Wang, Xingzao & Mei, Xuesong, 2025. "Passive flow rate regulation and unequally spaced channel based battery thermal management system," Energy, Elsevier, vol. 320(C).
    8. Zhou, Yu & Liu, Yi & Zhang, Hanfei & Kou, Zihang & Sun, Yongkang & Zhao, Yanhua & Zhao, Luyao & Chen, Mingyi, 2025. "Aloe vera-inspired boron nitride/expanded graphite/melamine phosphate polymer composites for battery temperature management," Energy, Elsevier, vol. 336(C).
    9. Luo, Ding & Jiang, Li & Chen, Hao & Ma, Yanlei & Zhang, Peng & Chen, Zhanming & Geng, Limin, 2025. "Enhanced energy efficiency and thermal performance of a hybrid battery thermal management system by a delay control strategy of thermoelectric coolers," Renewable Energy, Elsevier, vol. 253(C).
    10. Wang, Chuang & Liu, Qixing & Wang, Zhiqiang & Cheng, Xingxing, 2025. "A review of power battery cooling technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 213(C).
    11. Najmi, Aezid-Ul-Hassan & Wahab, Abdul & Prakash, Rohith & Schopen, Oliver & Esch, Thomas & Shabani, Bahman, 2025. "Thermal management of fuel cell-battery electric vehicles: Challenges and solutions," Applied Energy, Elsevier, vol. 387(C).
    12. Wang, Qirui & Wang, Xiang & Gu, Xiaobin & Zhou, Yongquan & Nian, Hongen, 2025. "Thermal absorption enhancement of a flexible hydrated salts phase change film for efficient thermal dissipation of electronic devices," Energy, Elsevier, vol. 335(C).
    13. Wang, Yuan & Wang, Yutao & He, Tianbiao & Mao, Ning, 2024. "A numerical study on a hybrid battery thermal management system based on PCM and wavy microchannel liquid cooling," Renewable Energy, Elsevier, vol. 235(C).
    14. Zhao, Yinan & Wang, Fang & Zhang, Shaojun & Wu, Ye & Hao, Jiming, 2025. "Decarbonization potential of Chinese PHEVs: Impact of increased battery range, power mix, and usage patterns," Energy, Elsevier, vol. 331(C).
    15. Fan, Yiwei & Wang, Zhaohui & Yang, Haonan & Yang, Wen & He, Ping & Zhang, Xiaofeng, 2025. "Performance analysis and optimized design of hybrid battery thermal management system integrating leak-free PCM with liquid cooling under extreme temperature conditions," Energy, Elsevier, vol. 341(C).
    16. Xu, Xinyue & Li, Peihang & Weng, Keyu & Zheng, Pengjun & Feng, Yufan & Liu, Da & Hu, ShengXin & Qu, Weiping & Shao, Jin & Zou, Deqiu, 2025. "Tubeless shape-stabilized phase change materials channels for all-climate battery thermal management," Energy, Elsevier, vol. 330(C).
    17. Li, Li & Ling, Lei & Xie, Yajun & Zhou, Wencai & Wang, Tianbo & Zhang, Lanchun & Bei, Shaoyi & Zheng, Keqing & Xu, Qiang, 2023. "Comparative study of thermal management systems with different cooling structures for cylindrical battery modules: Side-cooling vs. terminal-cooling," Energy, Elsevier, vol. 274(C).
    18. Yu Wang & Dejing Meng & Linna Li & Ying Wang, 2025. "Research on the Impact of Market-Based Environmental Regulation Policies on Ecological Pressure: Evidence from China’s Carbon Emissions Trading Pilot," Sustainability, MDPI, vol. 17(5), pages 1-26, February.
    19. Wang, Peng-Tao & Xu, Qing-Chuang & Wang, Fei-Yin & Xu, Mao, 2024. "Investigating the impacts of the Dual Carbon Targets on energy and carbon flows in China," Energy, Elsevier, vol. 313(C).
    20. Lee, Wondu & Park, Min & Su, Pei-Chen & Kim, Jooheon, 2026. "Thermally conductive phase-change composites with double endothermic reactions through chemical grafting of erythritol and encapsulation of docosane," Renewable Energy, Elsevier, vol. 256(PD).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:energy:v:339:y:2025:i:c:s0360544225045645. 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.journals.elsevier.com/energy .

    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.