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Applications of radiative sky cooling in solar energy systems: Progress, challenges, and prospects

Author

Listed:
  • Hu, Mingke
  • Zhao, Bin
  • Suhendri,
  • Ao, Xianze
  • Cao, Jingyu
  • Wang, Qiliang
  • Riffat, Saffa
  • Su, Yuehong
  • Pei, Gang

Abstract

The dynamic energy balance on the earth is jointly governed by solar energy harvesting and radiative sky cooling. Mainstream solar energy technologies, including photovoltaic conversion (PV), photothermal conversion (PT), and photovoltaic/thermal conversion (PV/T), as well as concentrated solar power (CSP) generation, have experienced significant progress after decades of developments. Recently, radiative cooling also saw significant advancements attributed to breakthroughs in material sciences and technologies. Though the energy transfer direction of solar energy collection and long-wave (above 3 μm) heat dissipation are poles apart, it is possible to combine the two mechanisms in one single system to exploit more energy from the universe. Radiative cooling has proved to be an effective way to either increase the PV efficiency by passively lowering the operating temperature of PV modules, or extend the working period of PT and PV/T collectors to nighttime and cold days via adding an extra passive cooling working mode, or enhance the thermal-to-power efficiency of CSP plants through declining the condensing temperature of the power block. This work conducts a comprehensive review and discussion on the history and recent advancements regarding the application of radiative cooling in different types of typical solar energy systems. Besides, existing challenges and possible opportunities involving combining the two ultimate renewable energy from outer space are concluded. This paper aims to provide a general summarization and possible guidance on the current status and future developments of radiative sky cooling applications in solar energy systems.

Suggested Citation

  • Hu, Mingke & Zhao, Bin & Suhendri, & Ao, Xianze & Cao, Jingyu & Wang, Qiliang & Riffat, Saffa & Su, Yuehong & Pei, Gang, 2022. "Applications of radiative sky cooling in solar energy systems: Progress, challenges, and prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 160(C).
  • Handle: RePEc:eee:rensus:v:160:y:2022:i:c:s1364032122002209
    DOI: 10.1016/j.rser.2022.112304
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    as
    1. Liang, Ruobing & Zhou, Chao & Zhang, Jili & Chen, Jianquan & Riaz, Ahmad, 2020. "Characteristics analysis of the photovoltaic thermal heat pump system on refrigeration mode: An experimental investigation," Renewable Energy, Elsevier, vol. 146(C), pages 2450-2461.
    2. Vall, Sergi & Castell, Albert, 2017. "Radiative cooling as low-grade energy source: A literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 803-820.
    3. Peinado Gonzalo, Alfredo & Pliego Marugán, Alberto & García Márquez, Fausto Pedro, 2019. "A review of the application performances of concentrated solar power systems," Applied Energy, Elsevier, vol. 255(C).
    4. Hu, Mingke & Zhao, Bin & Ao, Xianze & Ren, Xiao & Cao, Jingyu & Wang, Qiliang & Su, Yuehong & Pei, Gang, 2020. "Performance assessment of a trifunctional system integrating solar PV, solar thermal, and radiative sky cooling," Applied Energy, Elsevier, vol. 260(C).
    5. Yang, Tingting & Athienitis, Andreas K., 2016. "A review of research and developments of building-integrated photovoltaic/thermal (BIPV/T) systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 66(C), pages 886-912.
    6. Fernández, Angel G. & Gomez-Vidal, Judith & Oró, Eduard & Kruizenga, Alan & Solé, Aran & Cabeza, Luisa F., 2019. "Mainstreaming commercial CSP systems: A technology review," Renewable Energy, Elsevier, vol. 140(C), pages 152-176.
    7. Yang, Honglun & Wang, Qiliang & Huang, Yihang & Feng, Junsheng & Ao, Xianze & Hu, Maobin & Pei, Gang, 2019. "Spectral optimization of solar selective absorbing coating for parabolic trough receiver," Energy, Elsevier, vol. 183(C), pages 639-650.
    8. Zhao, Bin & Hu, Mingke & Ao, Xianze & Xuan, Qingdong & Pei, Gang, 2020. "Spectrally selective approaches for passive cooling of solar cells: A review," Applied Energy, Elsevier, vol. 262(C).
    9. Dyreson, Ana & Miller, Franklin, 2016. "Night sky cooling for concentrating solar power plants," Applied Energy, Elsevier, vol. 180(C), pages 276-286.
    10. Cottrill, Anton L. & Zhang, Ge & Liu, Albert Tianxiang & Bakytbekov, Azamat & Silmore, Kevin S. & Koman, Volodymyr B. & Shamim, Atif & Strano, Michael S., 2019. "Persistent energy harvesting in the harsh desert environment using a thermal resonance device: Design, testing, and analysis," Applied Energy, Elsevier, vol. 235(C), pages 1514-1523.
    11. Wang, Qiliang & Yang, Honglun & Zhong, Shuai & Huang, Yihang & Hu, Mingke & Cao, Jingyu & Pei, Gang & Yang, Hongxing, 2020. "Comprehensive experimental testing and analysis on parabolic trough solar receiver integrated with radiation shield," Applied Energy, Elsevier, vol. 268(C).
    12. Jia, Yuting & Alva, Guruprasad & Fang, Guiyin, 2019. "Development and applications of photovoltaic–thermal systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 102(C), pages 249-265.
    13. Zhao, Bin & Hu, Mingke & Ao, Xianze & Pei, Gang, 2017. "Conceptual development of a building-integrated photovoltaic–radiative cooling system and preliminary performance analysis in Eastern China," Applied Energy, Elsevier, vol. 205(C), pages 626-634.
    14. Evangelisti, Luca & De Lieto Vollaro, Roberto & Asdrubali, Francesco, 2019. "Latest advances on solar thermal collectors: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 114(C), pages 1-1.
    15. Besagni, Giorgio & Croci, Lorenzo & Nesa, Riccardo & Molinaroli, Luca, 2019. "Field study of a novel solar-assisted dual-source multifunctional heat pump," Renewable Energy, Elsevier, vol. 132(C), pages 1185-1215.
    16. Osorio, Julian D. & Rivera-Alvarez, Alejandro, 2019. "Performance analysis of Parabolic Trough Collectors with Double Glass Envelope," Renewable Energy, Elsevier, vol. 130(C), pages 1092-1107.
    17. Hu, Mingke & Zhao, Bin & Ao, Xianze & Zhao, Pinghui & Su, Yuehong & Pei, Gang, 2018. "Field investigation of a hybrid photovoltaic-photothermic-radiative cooling system," Applied Energy, Elsevier, vol. 231(C), pages 288-300.
    18. Sato, Daisuke & Yamada, Noboru, 2019. "Review of photovoltaic module cooling methods and performance evaluation of the radiative cooling method," Renewable and Sustainable Energy Reviews, Elsevier, vol. 104(C), pages 151-166.
    19. Zhao, Bin & Hu, Mingke & Ao, Xianze & Huang, Xiaona & Ren, Xiao & Pei, Gang, 2019. "Conventional photovoltaic panel for nocturnal radiative cooling and preliminary performance analysis," Energy, Elsevier, vol. 175(C), pages 677-686.
    20. Xiuqiang Li & Bowen Sun & Chenxi Sui & Ankita Nandi & Haoming Fang & Yucan Peng & Gang Tan & Po-Chun Hsu, 2020. "Integration of daytime radiative cooling and solar heating for year-round energy saving in buildings," Nature Communications, Nature, vol. 11(1), pages 1-9, December.
    21. Yu, Qinghua & Chen, Xi & Yang, Hongxing, 2021. "Research progress on utilization of phase change materials in photovoltaic/thermal systems: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 149(C).
    22. Zhao, Bin & Hu, Mingke & Ao, Xianze & Chen, Nuo & Xuan, Qingdong & Jiao, Dongsheng & Pei, Gang, 2019. "Performance analysis of a hybrid system combining photovoltaic and nighttime radiative cooling," Applied Energy, Elsevier, vol. 252(C), pages 1-1.
    23. Hu, Mingke & Zhao, Bin & Ao, Xianze & Su, Yuehong & Wang, Yunyun & Pei, Gang, 2018. "Comparative analysis of different surfaces for integrated solar heating and radiative cooling: A numerical study," Energy, Elsevier, vol. 155(C), pages 360-369.
    24. Wang, Xurong & Li, Xiaoxiao & Li, Qibin & Liu, Lang & Liu, Chao, 2020. "Performance of a solar thermal power plant with direct air-cooled supercritical carbon dioxide Brayton cycle under off-design conditions," Applied Energy, Elsevier, vol. 261(C).
    25. Hu, Mingke & Pei, Gang & Wang, Qiliang & Li, Jing & Wang, Yunyun & Ji, Jie, 2016. "Field test and preliminary analysis of a combined diurnal solar heating and nocturnal radiative cooling system," Applied Energy, Elsevier, vol. 179(C), pages 899-908.
    26. Lee, Haksung & Ozaki, Akihito, 2018. "Sensitivity analysis for optimization of renewable-energy-based air-circulation-type temperature-control system," Applied Energy, Elsevier, vol. 230(C), pages 317-329.
    27. Zhao, Bin & Hu, Mingke & Ao, Xianze & Chen, Nuo & Pei, Gang, 2019. "Radiative cooling: A review of fundamentals, materials, applications, and prospects," Applied Energy, Elsevier, vol. 236(C), pages 489-513.
    28. Saitoh, T. S., 1999. "A highly-advanced solar house with solar thermal and sky radiation cooling," Applied Energy, Elsevier, vol. 64(1-4), pages 215-228, September.
    29. Vall, Sergi & Johannes, Kévyn & David, Damien & Castell, Albert, 2020. "A new flat-plate radiative cooling and solar collector numerical model: Evaluation and metamodeling," Energy, Elsevier, vol. 202(C).
    30. Zhao, Bin & Hu, Mingke & Ao, Xianze & Chen, Nuo & Xuan, Qingdong & Su, Yuehong & Pei, Gang, 2019. "A novel strategy for a building-integrated diurnal photovoltaic and all-day radiative cooling system," Energy, Elsevier, vol. 183(C), pages 892-900.
    31. Yong, Cui & Yiping, Wang & Li, Zhu, 2015. "Performance analysis on a building-integrated solar heating and cooling panel," Renewable Energy, Elsevier, vol. 74(C), pages 627-632.
    32. Muñoz-Sánchez, Belén & Nieto-Maestre, Javier & Iparraguirre-Torres, Iñigo & García-Romero, Ana & Sala-Lizarraga, Jose M., 2018. "Molten salt-based nanofluids as efficient heat transfer and storage materials at high temperatures. An overview of the literature," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3924-3945.
    33. Boukelia, Taqiy eddine & Mecibah, Mohamed-Salah, 2013. "Parabolic trough solar thermal power plant: Potential, and projects development in Algeria," Renewable and Sustainable Energy Reviews, Elsevier, vol. 21(C), pages 288-297.
    34. Behar, Omar, 2018. "Solar thermal power plants – A review of configurations and performance comparison," Renewable and Sustainable Energy Reviews, Elsevier, vol. 92(C), pages 608-627.
    35. Hu, Mingke & Zhao, Bin & Li, Jing & Wang, Yunyun & Pei, Gang, 2017. "Preliminary thermal analysis of a combined photovoltaic–photothermic–nocturnal radiative cooling system," Energy, Elsevier, vol. 137(C), pages 419-430.
    36. Sergi Vall & Marc Medrano & Cristian Solé & Albert Castell, 2020. "Combined Radiative Cooling and Solar Thermal Collection: Experimental Proof of Concept," Energies, MDPI, vol. 13(4), pages 1-13, February.
    37. Hu, Mingke & Zhao, Bin & Ao, Xianze & Feng, Junsheng & Cao, Jingyu & Su, Yuehong & Pei, Gang, 2019. "Experimental study on a hybrid photo-thermal and radiative cooling collector using black acrylic paint as the panel coating," Renewable Energy, Elsevier, vol. 139(C), pages 1217-1226.
    38. Nwaji, G.N. & Okoronkwo, C.A. & Ogueke, N.V. & Anyanwu, E.E., 2020. "Investigation of a hybrid solar collector/nocturnal radiator for water heating/cooling in selected Nigerian cities," Renewable Energy, Elsevier, vol. 145(C), pages 2561-2574.
    39. Hu, Mingke & Zhao, Bin & Ao, Xianze & Suhendri, & Cao, Jingyu & Wang, Qiliang & Riffat, Saffa & Su, Yuehong & Pei, Gang, 2020. "An analytical study of the nocturnal radiative cooling potential of typical photovoltaic/thermal module," Applied Energy, Elsevier, vol. 277(C).
    40. Islam, Md Tasbirul & Huda, Nazmul & Abdullah, A.B. & Saidur, R., 2018. "A comprehensive review of state-of-the-art concentrating solar power (CSP) technologies: Current status and research trends," Renewable and Sustainable Energy Reviews, Elsevier, vol. 91(C), pages 987-1018.
    41. Tso, C.Y. & Chan, K.C. & Chao, Christopher Y.H., 2017. "A field investigation of passive radiative cooling under Hong Kong’s climate," Renewable Energy, Elsevier, vol. 106(C), pages 52-61.
    42. Lu, Shixiang & Zhang, Jili & Liang, Ruobing & Zhou, Chao, 2020. "Refrigeration characteristics of a hybrid heat dissipation photovoltaic-thermal heat pump under various ambient conditions on summer night," Renewable Energy, Elsevier, vol. 146(C), pages 2524-2534.
    43. Venkateswari, R. & Sreejith, S., 2019. "Factors influencing the efficiency of photovoltaic system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 101(C), pages 376-394.
    44. Hu, Mingke & Zhao, Bin & Ao, Xianze & Su, Yuehong & Pei, Gang, 2018. "Parametric analysis and annual performance evaluation of an air-based integrated solar heating and radiative cooling collector," Energy, Elsevier, vol. 165(PA), pages 811-824.
    45. Hadipour, Amirhosein & Rajabi Zargarabadi, Mehran & Rashidi, Saman, 2021. "An efficient pulsed- spray water cooling system for photovoltaic panels: Experimental study and cost analysis," Renewable Energy, Elsevier, vol. 164(C), pages 867-875.
    46. Palacios, A. & Barreneche, C. & Navarro, M.E. & Ding, Y., 2020. "Thermal energy storage technologies for concentrated solar power – A review from a materials perspective," Renewable Energy, Elsevier, vol. 156(C), pages 1244-1265.
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