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Feasibility analysis of multi-mode data center liquid cooling system integrated with Carnot battery energy storage module

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  • Zhang, Ce
  • Hou, Beiran
  • Li, Minxia
  • Dang, Chaobin
  • Chen, Xun
  • Li, Xiuming
  • Han, Zongwei

Abstract

To ensure the stable operation of electronic equipment, the data center needs uninterrupted power supply and cooling. Affected by the electricity price mechanism, the data center needs to pay high operating costs during the peak period of electricity consumption. In addition, a large amount of waste heat generated by the cooling system is directly discharged into the environment, and the energy utilization efficiency is low. In view of the above problems, this study integrates the Carnot battery module into the data center cooling system. On the one hand, the round-trip efficiency of the Carnot battery using the waste heat of the data center can be effectively improved. On the other hand, relying on the energy storage module to deal with the peak-valley electricity price policy can reduce the electricity costs. The results indicate that the payback period of the novel system in Guangzhou, Nanjing, and Harbin for the room-level cooling system renovation project of the high heat flux data center is less than 5.7 years, 6.1 years, and 6.8 years. The payback period for the rack-level cooling system renovation project is less than 6.7 years, 8.9 years, and 12.4 years.

Suggested Citation

  • Zhang, Ce & Hou, Beiran & Li, Minxia & Dang, Chaobin & Chen, Xun & Li, Xiuming & Han, Zongwei, 2025. "Feasibility analysis of multi-mode data center liquid cooling system integrated with Carnot battery energy storage module," Energy, Elsevier, vol. 320(C).
  • Handle: RePEc:eee:energy:v:320:y:2025:i:c:s0360544225010278
    DOI: 10.1016/j.energy.2025.135385
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    References listed on IDEAS

    as
    1. Zhu, Yiqun & Zhang, Quan & Zeng, Liping & Wang, Jiaqiang & Zou, Sikai, 2024. "An advanced control strategy of hybrid cooling system with cold water storage system in data center," Energy, Elsevier, vol. 291(C).
    2. Zhao, Yao & Huang, Jiaxing & Song, Jian & Ding, Yulong, 2024. "Thermodynamic investigation of a Carnot battery based multi-energy system with cascaded latent thermal (heat and cold) energy stores," Energy, Elsevier, vol. 296(C).
    3. Li, Yuanyuan & Sheng, Hanmin & Cheng, Yuhua & Stroe, Daniel-Ioan & Teodorescu, Remus, 2020. "State-of-health estimation of lithium-ion batteries based on semi-supervised transfer component analysis," Applied Energy, Elsevier, vol. 277(C).
    4. Cho, Jinkyun & Lim, Seung-beom, 2023. "Balanced comparative assessment of thermal performance and energy efficiency for three cooling solutions in data centers," Energy, Elsevier, vol. 285(C).
    5. Huang, Yongping & Deng, Zilong & Chen, Yongping & Zhang, Chengbin, 2023. "Performance investigation of a biomimetic latent heat thermal energy storage device for waste heat recovery in data centers," Applied Energy, Elsevier, vol. 335(C).
    6. Jockenhöfer, Henning & Steinmann, Wolf-Dieter & Bauer, Dan, 2018. "Detailed numerical investigation of a pumped thermal energy storage with low temperature heat integration," Energy, Elsevier, vol. 145(C), pages 665-676.
    7. Huang, Congqi & Shao, Shuangquan & Wang, Ningbo & Guo, Yanhua & Wu, Wei, 2024. "Performance analysis of compression-assisted absorption refrigeration-heating system for waste heat recovery of liquid-cooling data center," Energy, Elsevier, vol. 305(C).
    8. Kanbur, Baris Burak & Wu, Chenlong & Fan, Simiao & Duan, Fei, 2021. "System-level experimental investigations of the direct immersion cooling data center units with thermodynamic and thermoeconomic assessments," Energy, Elsevier, vol. 217(C).
    9. Xiao, Jiang-Wen & Yang, Yan-Bing & Cui, Shichang & Wang, Yan-Wu, 2023. "Cooperative online schedule of interconnected data center microgrids with shared energy storage," Energy, Elsevier, vol. 285(C).
    10. Shuailing, Liu & Guoyuan, Ma & Xiaoya, Jia & Shuxue, Xu & Guoqiang, Wu & Yumei, Zhang, 2023. "The thermal performance and applicability analysis of the composite ventilation system with heat recovery in ultra-low energy buildings," Energy, Elsevier, vol. 263(PE).
    11. Meng, Xiongzhuang & Zhou, Junli & Zhang, Xuejiao & Luo, Zhiwen & Gong, Hui & Gan, Ting, 2020. "Optimization of the thermal environment of a small-scale data center in China," Energy, Elsevier, vol. 196(C).
    12. Han, Zongwei & Xue, Da & Wei, Haotian & Ji, Qiang & Sun, Xiaoqing & Li, Xiuming, 2021. "Study on operation strategy of evaporative cooling composite air conditioning system in data center," Renewable Energy, Elsevier, vol. 177(C), pages 1147-1160.
    13. Ma, Xiaoli & Zeng, Cheng & Zhu, Zishang & Zhao, Xudong & Xiao, Xin & Akhlaghi, Yousef Golizadeh & Shittu, Samson, 2023. "Real life test of a novel super performance dew point cooling system in operational live data centre," Applied Energy, Elsevier, vol. 348(C).
    14. Sun, Xiaoqing & Zhang, Ce & Han, Zongwei & Dong, Jiaxiang & Zhang, Yiqi & Li, Mengyi & Li, Xiuming & Wang, Qinghai & Wen, Zhenwu & Zheng, Baoli, 2023. "Experimental study on a novel pump-driven heat pipe/vapor compression system for rack-level cooling of data centers," Energy, Elsevier, vol. 274(C).
    15. Oh, Seung Jin & Shahzad, Muhammad Wakil & Burhan, Muhammad & Chun, Wongee & Kian Jon, Chua & KumJa, M. & Ng, Kim Choon, 2019. "Approaches to energy efficiency in air conditioning: A comparative study on purge configurations for indirect evaporative cooling," Energy, Elsevier, vol. 168(C), pages 505-515.
    16. Xiao, Xin & Liu, Jinjin, 2024. "A state-of-art review of dew point evaporative cooling technology and integrated applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 191(C).
    17. Zhang, Shixu & Li, Yaowang & Du, Ershun & Fan, Chuan & Wu, Zhenlong & Yao, Yong & Liu, Lurao & Zhang, Ning, 2023. "A review and outlook on cloud energy storage: An aggregated and shared utilizing method of energy storage system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 185(C).
    18. Sorknæs, Peter & Thellufsen, Jakob Zinck & Knobloch, Kai & Engelbrecht, Kurt & Yuan, Meng, 2023. "Economic potentials of carnot batteries in 100% renewable energy systems," Energy, Elsevier, vol. 282(C).
    19. Liu, Xiaoou, 2024. "Research on collaborative scheduling of internet data center and regional integrated energy system based on electricity-heat-water coupling," Energy, Elsevier, vol. 292(C).
    20. Han, Ouzhu & Ding, Tao & Zhang, Xiaosheng & Mu, Chenggang & He, Xinran & Zhang, Hongji & Jia, Wenhao & Ma, Zhoujun, 2023. "A shared energy storage business model for data center clusters considering renewable energy uncertainties," Renewable Energy, Elsevier, vol. 202(C), pages 1273-1290.
    21. Luo, Jianing & Yuan, Yanping & Joybari, Mahmood Mastani & Cao, Xiaoling, 2024. "Development of a prediction-based scheduling control strategy with V2B mode for PV-building-EV integrated systems," Renewable Energy, Elsevier, vol. 224(C).
    22. Liu, Yuting & Yang, Xu & Li, Junming & Zhao, Xudong, 2018. "Energy savings of hybrid dew-point evaporative cooler and micro-channel separated heat pipe cooling systems for computer data centers," Energy, Elsevier, vol. 163(C), pages 629-640.
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    Cited by:

    1. Zhao, Shucheng & Huang, Kunteng & Wu, Haocheng & Zhao, Li & Gao, RuiZhao & Xu, Weicong, 2025. "Thermodynamic analysis and evaluation of a sub-ambient synergistic Carnot battery for external waste heat recovery and data-center cooling: A preliminary investigation," Energy, Elsevier, vol. 328(C).

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