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Multi-objective optimization of efficient liquid cooling-based battery thermal management system using hybrid manifold channels

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  • Sui, Zengguang
  • Lin, Haosheng
  • Sun, Qin
  • Dong, Kaijun
  • Wu, Wei

Abstract

Maintaining a battery cell at an optimal temperature improves both its performance and lifespan. This study proposes a cold plate equipped with hybrid manifold channels, positioned at the bottom of a high-capacity 280 Ah LiFeO4 battery pack. Based on the developed whole battery pack model, the response surface method elucidates the functional relationship between design parameters (i.e., the width of parallel channels, the width of manifold channels, the height of parallel channels, and the inlet velocity) and responses (i.e., the flow pressure drop, the temperature difference of the entire battery modules, and the temperature difference of the cold plate). Multi-objective optimization of design parameters is performed to search the Pareto front to maximize thermal performance and minimize flow pressure drop, employing the NSGA-II algorithm. Results reveal that the maximum battery temperature can be limited to 30.73–33.78 °C with a coolant pressure drop ranging from 7.66 kPa to 1.76 kPa, at a heating power of 10 kW/m3 for the battery cell. The optimal design configuration, identified through TOPSIS, limits the maximum battery temperature to an acceptable temperature of 45 °C at a discharging rate of 3C, with a pressure drop below 4.2 kPa. Compared to the 280 Ah LiFeO4 battery with natural air cooling and forced flow immersion cooling systems, the maximum battery temperature with a discharging rate of 1C is reduced by 17.6 °C and 11.7 °C, respectively.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:appene:v:371:y:2024:i:c:s0306261924011498
    DOI: 10.1016/j.apenergy.2024.123766
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    as
    1. Safdari, Mojtaba & Ahmadi, Rouhollah & Sadeghzadeh, Sadegh, 2022. "Numerical and experimental investigation on electric vehicles battery thermal management under New European Driving Cycle," Applied Energy, Elsevier, vol. 315(C).
    2. Kazemian, Arash & Khatibi, Meysam & Reza Maadi, Seyed & Ma, Tao, 2021. "Performance optimization of a nanofluid-based photovoltaic thermal system integrated with nano-enhanced phase change material," Applied Energy, Elsevier, vol. 295(C).
    3. Sui, Zengguang & Wu, Wei, 2023. "AI-assisted maldistribution minimization of membrane-based heat/mass exchangers for compact absorption cooling," Energy, Elsevier, vol. 263(PC).
    4. Sui, Zengguang & Sui, Yunren & Wu, Wei, 2022. "Multi-objective optimization of a microchannel membrane-based absorber with inclined grooves based on CFD and machine learning," Energy, Elsevier, vol. 240(C).
    5. Zuo, Wei & Zhang, Yuntian & E, Jiaqiang & Huang, Yuhan & Li, Qingqing & Zhou, Kun & Zhang, Guangde, 2022. "Effects of multi-factors on performance of an improved multi-channel cold plate for thermal management of a prismatic LiFePO4 battery," Energy, Elsevier, vol. 261(PB).
    6. Hasan, Husam Abdulrasool & Togun, Hussein & Abed, Azher M & Biswas, Nirmalendu & Mohammed, Hayder I., 2023. "Thermal performance assessment for an array of cylindrical Lithium-Ion battery cells using an Air-Cooling system," Applied Energy, Elsevier, vol. 346(C).
    7. Kumar, Thanikasalam & Mohsin, Rahmat & Majid, Zulkifli Abd. & Ghafir, Mohammad Fahmi Abdul & Wash, Ananth Manickam, 2020. "Experimental study of the anti-knock efficiency of high-octane fuels in spark ignited aircraft engine using response surface methodology," Applied Energy, Elsevier, vol. 259(C).
    8. Remco Erp & Reza Soleimanzadeh & Luca Nela & Georgios Kampitsis & Elison Matioli, 2020. "Co-designing electronics with microfluidics for more sustainable cooling," Nature, Nature, vol. 585(7824), pages 211-216, September.
    9. Anisha & Anil Kumar, 2023. "Identification and Mitigation of Shortcomings in Direct and Indirect Liquid Cooling-Based Battery Thermal Management System," Energies, MDPI, vol. 16(9), pages 1-21, April.
    10. Basu, Suman & Hariharan, Krishnan S. & Kolake, Subramanya Mayya & Song, Taewon & Sohn, Dong Kee & Yeo, Taejung, 2016. "Coupled electrochemical thermal modelling of a novel Li-ion battery pack thermal management system," Applied Energy, Elsevier, vol. 181(C), pages 1-13.
    11. Yan, Weichao & Meng, Xiangzhao & Cui, Xin & Liu, Yilin & Chen, Qian & Jin, Liwen, 2022. "Evaporative cooling performance prediction and multi-objective optimization for hollow fiber membrane module using response surface methodology," Applied Energy, Elsevier, vol. 325(C).
    12. Jiangyan Wang & William Huang & Allen Pei & Yuzhang Li & Feifei Shi & Xiaoyun Yu & Yi Cui, 2019. "Improving cyclability of Li metal batteries at elevated temperatures and its origin revealed by cryo-electron microscopy," Nature Energy, Nature, vol. 4(8), pages 664-670, August.
    13. Zuo, Wei & Li, Dexin & Li, Qingqing & Cheng, Qianju & Zhou, Kun & E, Jiaqiang, 2023. "Multi-objective optimization of multi-channel cold plate under intermittent pulsating flow by RSM and NSGA-Ⅱ for thermal management of electric vehicle lithium-ion battery pack," Energy, Elsevier, vol. 283(C).
    14. Sayyaadi, Hoseyn & Mehrabipour, Reza, 2012. "Efficiency enhancement of a gas turbine cycle using an optimized tubular recuperative heat exchanger," Energy, Elsevier, vol. 38(1), pages 362-375.
    15. 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).
    16. Jürgen Janek & Wolfgang G. Zeier, 2023. "Challenges in speeding up solid-state battery development," Nature Energy, Nature, vol. 8(3), pages 230-240, March.
    17. Menglong Hao & Jian Li & Saehong Park & Scott Moura & Chris Dames, 2018. "Efficient thermal management of Li-ion batteries with a passive interfacial thermal regulator based on a shape memory alloy," Nature Energy, Nature, vol. 3(10), pages 899-906, October.
    18. 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.
    19. Liang, Lin & Zhao, Yaohua & Diao, Yanhua & Ren, Ruyang & Zhu, Tingting & Li, Yan, 2023. "Experimental investigation of preheating performance of lithium-ion battery modules in electric vehicles enhanced by bending flat micro heat pipe array," Applied Energy, Elsevier, vol. 337(C).
    20. Zhang, Yue & Cheng, Siyuan & Mei, Wenxin & Jiang, Lihua & Jia, Zhuangzhuang & Cheng, Zhixiang & Sun, Jinhua & Wang, Qingsong, 2023. "Understanding of thermal runaway mechanism of LiFePO4 battery in-depth by three-level analysis," Applied Energy, Elsevier, vol. 336(C).
    21. Liu, Gang, 2014. "Development of a general sustainability indicator for renewable energy systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 31(C), pages 611-621.
    22. Hwang, Foo Shen & Confrey, Thomas & Reidy, Colin & Picovici, Dorel & Callaghan, Dean & Culliton, David & Nolan, Cathal, 2024. "Review of battery thermal management systems in electric vehicles," Renewable and Sustainable Energy Reviews, Elsevier, vol. 192(C).
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