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A Review on efficient thermal management of air- and liquid-cooled data centers: From chip to the cooling system

Citations

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  1. Wansheng Yang & Lin Yang & Junjie Ou & Zhongqi Lin & Xudong Zhao, 2019. "Investigation of Heat Management in High Thermal Density Communication Cabinet by a Rear Door Liquid Cooling System," Energies, MDPI, vol. 12(22), pages 1-25, November.
  2. Yongle Tang & Xuewei Zhang & Zhichun Liu, 2023. "Experimental Study on the Thermal Performance of Flat Loop Heat Pipe Applied in Data Center Cooling," Energies, MDPI, vol. 16(12), pages 1-21, June.
  3. Qiankun Chang & Yuanfeng Huang & Kaiyan Liu & Xin Xu & Yaohua Zhao & Song Pan, 2024. "Optimization Control Strategies and Evaluation Metrics of Cooling Systems in Data Centers: A Review," Sustainability, MDPI, vol. 16(16), pages 1-41, August.
  4. 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).
  5. Ding, Tao & Chen, Xiaoxuan & Cao, Hanwen & He, Zhiguang & Wang, Jianmin & Li, Zhen, 2021. "Principles of loop thermosyphon and its application in data center cooling systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
  6. Vesterlund, Mattias & Borisová, Stanislava & Emilsson, Ellinor, 2024. "Data center excess heat for mealworm farming, an applied analysis for sustainable protein production," Applied Energy, Elsevier, vol. 353(PA).
  7. Hosain, M.L. & Domínguez, J.M. & Bel Fdhila, R. & Kyprianidis, K., 2019. "Smoothed particle hydrodynamics modeling of industrial processes involving heat transfer," Applied Energy, Elsevier, vol. 252(C), pages 1-1.
  8. Manaserh, Yaman M. & Tradat, Mohammad I. & Bani-Hani, Dana & Alfallah, Aseel & Sammakia, Bahgat G. & Nemati, Kourosh & Seymour, Mark J., 2022. "Machine learning assisted development of IT equipment compact models for data centers energy planning," Applied Energy, Elsevier, vol. 305(C).
  9. Zhang, Qingang & Zeng, Wei & Lin, Qinjie & Chng, Chin-Boon & Chui, Chee-Kong & Lee, Poh-Seng, 2023. "Deep reinforcement learning towards real-world dynamic thermal management of data centers," Applied Energy, Elsevier, vol. 333(C).
  10. Xiaofei Huang & Junwei Yan & Xuan Zhou & Yixin Wu & Shichen Hu, 2023. "Cooling Technologies for Internet Data Center in China: Principle, Energy Efficiency, and Applications," Energies, MDPI, vol. 16(20), pages 1-31, October.
  11. Li, Xingping & Li, Ji & Zhou, Guohui & Lv, Lucang, 2020. "Quantitative analysis of passive seasonal cold storage with a two-phase closed thermosyphon," Applied Energy, Elsevier, vol. 260(C).
  12. Sijun Xu & Hua Zhang & Zilong Wang, 2023. "Thermal Management and Energy Consumption in Air, Liquid, and Free Cooling Systems for Data Centers: A Review," Energies, MDPI, vol. 16(3), pages 1-25, January.
  13. Cheng Liu & Hang Yu, 2021. "Evaluation and Optimization of a Two-Phase Liquid-Immersion Cooling System for Data Centers," Energies, MDPI, vol. 14(5), pages 1-21, March.
  14. Habibi Khalaj, Ali & Abdulla, Khalid & Halgamuge, Saman K., 2018. "Towards the stand-alone operation of data centers with free cooling and optimally sized hybrid renewable power generation and energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 93(C), pages 451-472.
  15. Xin, Fei & Ma, Ting & Wang, Qiuwang, 2018. "Thermal performance analysis of flat heat pipe with graded mini-grooves wick," Applied Energy, Elsevier, vol. 228(C), pages 2129-2139.
  16. Jacek Fal & Omid Mahian & Gaweł Żyła, 2018. "Nanofluids in the Service of High Voltage Transformers: Breakdown Properties of Transformer Oils with Nanoparticles, a Review," Energies, MDPI, vol. 11(11), pages 1-46, October.
  17. Graamans, Luuk & Tenpierik, Martin & van den Dobbelsteen, Andy & Stanghellini, Cecilia, 2020. "Plant factories: Reducing energy demand at high internal heat loads through façade design," Applied Energy, Elsevier, vol. 262(C).
  18. Lu, Tao & Lü, Xiaoshu & Välisuo, Petri & Zhang, Qunli & Clements-Croome, Derek, 2024. "Innovative approaches for deep decarbonization of data centers and building space heating networks: Modeling and comparison of novel waste heat recovery systems for liquid cooling systems," Applied Energy, Elsevier, vol. 357(C).
  19. Hales, Alastair & Jiang, Xi, 2018. "A review of piezoelectric fans for low energy cooling of power electronics," Applied Energy, Elsevier, vol. 215(C), pages 321-337.
  20. Eva Andrés & Manuel Pegalajar Cuéllar & Gabriel Navarro, 2022. "On the Use of Quantum Reinforcement Learning in Energy-Efficiency Scenarios," Energies, MDPI, vol. 15(16), pages 1-24, August.
  21. Daehoon Kang & Jooyoung Lee & Anirban Chakraborty & Sang-Eui Lee & Gildong Kim & Choongho Yu, 2022. "Recent Advances in Two-Phase Immersion Cooling with Surface Modifications for Thermal Management," Energies, MDPI, vol. 15(3), pages 1-16, February.
  22. Kandasamy, Ranjith & Ho, Jin Yao & Liu, Pengfei & Wong, Teck Neng & Toh, Kok Chuan & Chua, Sunshine Jr, 2022. "Two-phase spray cooling for high ambient temperature data centers: Evaluation of system performance," Applied Energy, Elsevier, vol. 305(C).
  23. Zakariya Kaneesamkandi & Abdulaziz Almujahid & Basharat Salim & Abdul Sayeed & Waleed Mohammed AlFadda, 2023. "Enhancement of Condenser Performance in Vapor Absorption Refrigeration Systems Operating in Arid Climatic Zones—Selection of Best Option," Energies, MDPI, vol. 16(21), pages 1-18, November.
  24. Tian, Tong & Wang, Xinyue & Liu, Yang & Yang, Xuan & Sun, Bo & Li, Ji, 2023. "Nano-engineering enabled heat pipe battery: A powerful heat transfer infrastructure with capability of power generation," Applied Energy, Elsevier, vol. 348(C).
  25. Mousa, Mohamed H. & Yang, Cheng-Min & Nawaz, Kashif & Miljkovic, Nenad, 2022. "Review of heat transfer enhancement techniques in two-phase flows for highly efficient and sustainable cooling," Renewable and Sustainable Energy Reviews, Elsevier, vol. 155(C).
  26. Liu, Pengfei & Kandasamy, Ranjith & Ho, Jin Yao & Wong, Teck Neng & Toh, Kok Chuan, 2023. "Dynamic performance analysis and thermal modelling of a novel two-phase spray cooled rack system for data center cooling," Energy, Elsevier, vol. 269(C).
  27. Liao, Yuepeng & Gan, Yunhua & Liu, Fengming & Li, Yong, 2024. "Experimental study on the thermal performance of aluminum three-dimensional vapor chamber heat sink with a louvered-fin stacked evaporator wick for data center servers," Energy, Elsevier, vol. 304(C).
  28. Rickard Brännvall & Jonas Gustafsson & Fredrik Sandin, 2023. "Modular and Transferable Machine Learning for Heat Management and Reuse in Edge Data Centers," Energies, MDPI, vol. 16(5), pages 1-24, February.
  29. Tiantian Zhao & Rongfeng Sun & Xukai Hou & Jikai Huang & Wenguang Geng & Jianguo Jiang, 2023. "Simulation Study of Influencing Factors of Immersion Phase-Change Cooling Technology for Data Center Servers," Energies, MDPI, vol. 16(12), pages 1-26, June.
  30. Ali Ammar Naqvi & Emad Uddin & Muhammad Zia Ullah Khan, 2023. "Passive Mixing and Convective Heat Transfer Enhancement for Nanofluid Flow across Corrugated Base Microchannels," Energies, MDPI, vol. 16(23), pages 1-23, December.
  31. Zhou, Haojie & Tian, Tong & Wang, Xinyue & Li, Ji, 2023. "Combining looped heat pipe and thermoelectric generator module to pursue data center servers with possible power usage effectiveness less than 1," Applied Energy, Elsevier, vol. 332(C).
  32. Zhang, Yingbo & Shan, Kui & Li, Xiuming & Li, Hangxin & Wang, Shengwei, 2023. "Research and Technologies for next-generation high-temperature data centers – State-of-the-arts and future perspectives," Renewable and Sustainable Energy Reviews, Elsevier, vol. 171(C).
  33. Wang, Xinyue & Liu, Yang & Tian, Tong & Li, Ji, 2022. "Directly air-cooled compact looped heat pipe module for high power servers with extremely low power usage effectiveness," Applied Energy, Elsevier, vol. 319(C).
  34. Mousa, Mohamed H. & Miljkovic, Nenad & Nawaz, Kashif, 2021. "Review of heat transfer enhancement techniques for single phase flows," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
  35. He, Ziqiang & Yan, Yunfei & Zhang, Zhien, 2021. "Thermal management and temperature uniformity enhancement of electronic devices by micro heat sinks: A review," Energy, Elsevier, vol. 216(C).
  36. Li, Jian & Jurasz, Jakub & Li, Hailong & Tao, Wen-Quan & Duan, Yuanyuan & Yan, Jinyue, 2020. "A new indicator for a fair comparison on the energy performance of data centers," Applied Energy, Elsevier, vol. 276(C).
  37. Cristina Ramos Cáceres & Suzanna Törnroth & Mattias Vesterlund & Andreas Johansson & Marcus Sandberg, 2022. "Data-Center Farming: Exploring the Potential of Industrial Symbiosis in a Subarctic Region," Sustainability, MDPI, vol. 14(5), pages 1-23, February.
  38. Wang, Wei & Abdolrashidi, Amirali & Yu, Nanpeng & Wong, Daniel, 2019. "Frequency regulation service provision in data center with computational flexibility," Applied Energy, Elsevier, vol. 251(C), pages 1-1.
  39. Huang, Pei & Copertaro, Benedetta & Zhang, Xingxing & Shen, Jingchun & Löfgren, Isabelle & Rönnelid, Mats & Fahlen, Jan & Andersson, Dan & Svanfeldt, Mikael, 2020. "A review of data centers as prosumers in district energy systems: Renewable energy integration and waste heat reuse for district heating," Applied Energy, Elsevier, vol. 258(C).
  40. Kang, Ying & Xia, Zhi-xun & Luo, Zhen-bing & Deng, Xiong & Zhu, Yin-xin & Peng, Can, 2024. "Experimental study on a dual synthetic jets liquid cooling device," Applied Energy, Elsevier, vol. 372(C).
  41. Mahbod, Muhammad Haiqal Bin & Chng, Chin Boon & Lee, Poh Seng & Chui, Chee Kong, 2022. "Energy saving evaluation of an energy efficient data center using a model-free reinforcement learning approach," Applied Energy, Elsevier, vol. 322(C).
  42. Moazamigoodarzi, Hosein & Tsai, Peiying Jennifer & Pal, Souvik & Ghosh, Suvojit & Puri, Ishwar K., 2019. "Influence of cooling architecture on data center power consumption," Energy, Elsevier, vol. 183(C), pages 525-535.
  43. Du, Yahui & Zhou, Zhihua & Yang, Xiaochen & Yang, Xueqing & Wang, Cheng & Liu, Junwei & Yuan, Jianjuan, 2023. "Dynamic thermal environment management technologies for data center: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 187(C).
  44. Ye, Guisen & Gao, Feng & Fang, Jingyang, 2022. "A mission-driven two-step virtual machine commitment for energy saving of modern data centers through UPS and server coordinated optimizations," Applied Energy, Elsevier, vol. 322(C).
  45. Lahoucine Ouhsaine & Mohammed El Ganaoui & Abdelaziz Mimet & Jean-Michel Nunzi, 2021. "A Substitutive Coefficients Network for the Modelling of Thermal Systems: A Mono-Zone Building Case Study," Energies, MDPI, vol. 14(9), pages 1-19, April.
  46. Heran Jing & Zhenhua Quan & Yaohua Zhao & Lincheng Wang & Ruyang Ren & Ruixue Dong & Yuting Wu, 2022. "Experimental Investigation of Heat Transfer and Flow Characteristics of Split Natural Cooling System for Data Center Based on Micro Heat Pipe Array," Energies, MDPI, vol. 15(12), pages 1-22, June.
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