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Overview of solar technologies for electricity, heating and cooling production

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  • Settino, Jessica
  • Sant, Tonio
  • Micallef, Christopher
  • Farrugia, Mario
  • Spiteri Staines, Cyril
  • Licari, John
  • Micallef, Alexander

Abstract

The efficient use of local renewable energy sources is a key factor to reach the EU's targets on climate change and renewable energy. In this review, the available technologies to convert solar energy into electrical and thermal energy are investigated. Photovoltaic panels, thermal collectors, heat pumps, solar cooling and energy storage systems are analyzed with a particular attention to their market availability for small-scale applications. Different ways to provide heating, cooling and sanitary hot water from solar source are analyzed and compared from an efficiency, economic and environmental perspective.

Suggested Citation

  • Settino, Jessica & Sant, Tonio & Micallef, Christopher & Farrugia, Mario & Spiteri Staines, Cyril & Licari, John & Micallef, Alexander, 2018. "Overview of solar technologies for electricity, heating and cooling production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 90(C), pages 892-909.
  • Handle: RePEc:eee:rensus:v:90:y:2018:i:c:p:892-909
    DOI: 10.1016/j.rser.2018.03.112
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    as
    1. Cabeza, L.F. & Castell, A. & Barreneche, C. & de Gracia, A. & Fernández, A.I., 2011. "Materials used as PCM in thermal energy storage in buildings: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(3), pages 1675-1695, April.
    2. Ürge-Vorsatz, Diana & Cabeza, Luisa F. & Serrano, Susana & Barreneche, Camila & Petrichenko, Ksenia, 2015. "Heating and cooling energy trends and drivers in buildings," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 85-98.
    3. Zakeri, Behnam & Syri, Sanna, 2015. "Electrical energy storage systems: A comparative life cycle cost analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 569-596.
    4. 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.
    5. Hassan, H.Z. & Mohamad, A.A., 2012. "A review on solar cold production through absorption technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(7), pages 5331-5348.
    6. Chow, T.T. & Pei, G. & Fong, K.F. & Lin, Z. & Chan, A.L.S. & Ji, J., 2009. "Energy and exergy analysis of photovoltaic-thermal collector with and without glass cover," Applied Energy, Elsevier, vol. 86(3), pages 310-316, March.
    7. Sah, Ramesh P. & Choudhury, Biplab & Das, Ranadip K., 2015. "A review on adsorption cooling systems with silica gel and carbon as adsorbents," Renewable and Sustainable Energy Reviews, Elsevier, vol. 45(C), pages 123-134.
    8. Boopathi Raja, V. & Shanmugam, V., 2012. "A review and new approach to minimize the cost of solar assisted absorption cooling system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(9), pages 6725-6731.
    9. Aneke, Mathew & Wang, Meihong, 2016. "Energy storage technologies and real life applications – A state of the art review," Applied Energy, Elsevier, vol. 179(C), pages 350-377.
    10. Kumar, Anil & Kim, Man-Hoe, 2017. "Solar air-heating system with packed-bed energy-storage systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 215-227.
    11. Zeyghami, Mehdi & Goswami, D. Yogi & Stefanakos, Elias, 2015. "A review of solar thermo-mechanical refrigeration and cooling methods," Renewable and Sustainable Energy Reviews, Elsevier, vol. 51(C), pages 1428-1445.
    12. Kim, Minsung & Kim, Min Soo & Kim, Yongchan, 2004. "Experimental study on the performance of a heat pump system with refrigerant mixtures’ composition change," Energy, Elsevier, vol. 29(7), pages 1053-1068.
    13. Jebasingh, V.K. & Herbert, G.M. Joselin, 2016. "A review of solar parabolic trough collector," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1085-1091.
    14. Zhai, X.Q. & Qu, M. & Li, Yue. & Wang, R.Z., 2011. "A review for research and new design options of solar absorption cooling systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 4416-4423.
    15. Allouhi, A. & Kousksou, T. & Jamil, A. & Bruel, P. & Mourad, Y. & Zeraouli, Y., 2015. "Solar driven cooling systems: An updated review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 159-181.
    16. Kim, Jiyoung & Park, Seong-Ryong & Baik, Young-Jin & Chang, Ki-Chang & Ra, Ho-Sang & Kim, Minsung & Kim, Yongchan, 2013. "Experimental study of operating characteristics of compression/absorption high-temperature hybrid heat pump using waste heat," Renewable Energy, Elsevier, vol. 54(C), pages 13-19.
    17. Fatouh, M. & Elgendy, E., 2011. "Experimental investigation of a vapor compression heat pump used for cooling and heating applications," Energy, Elsevier, vol. 36(5), pages 2788-2795.
    18. Zanganeh, G. & Pedretti, A. & Haselbacher, A. & Steinfeld, A., 2015. "Design of packed bed thermal energy storage systems for high-temperature industrial process heat," Applied Energy, Elsevier, vol. 137(C), pages 812-822.
    19. Leonzio, Grazia, 2017. "Solar systems integrated with absorption heat pumps and thermal energy storages: state of art," Renewable and Sustainable Energy Reviews, Elsevier, vol. 70(C), pages 492-505.
    20. Tiskatine, R. & Eddemani, A. & Gourdo, L. & Abnay, B. & Ihlal, A. & Aharoune, A. & Bouirden, L., 2016. "Experimental evaluation of thermo-mechanical performances of candidate rocks for use in high temperature thermal storage," Applied Energy, Elsevier, vol. 171(C), pages 243-255.
    21. Chow, T.T. & Chan, A.L.S. & Fong, K.F. & Lin, Z. & He, W. & Ji, J., 2009. "Annual performance of building-integrated photovoltaic/water-heating system for warm climate application," Applied Energy, Elsevier, vol. 86(5), pages 689-696, May.
    22. Cho, Il Yong & Seo, HyeongJoon & Kim, Dongwoo & Kim, Yongchan, 2016. "Performance comparison between R410A and R32 multi-heat pumps with a sub-cooler vapor injection in the heating and cooling modes," Energy, Elsevier, vol. 112(C), pages 179-187.
    23. Ghafoor, Abdul & Munir, Anjum, 2015. "Worldwide overview of solar thermal cooling technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 43(C), pages 763-774.
    24. Ferreira, Helder Lopes & Garde, Raquel & Fulli, Gianluca & Kling, Wil & Lopes, Joao Pecas, 2013. "Characterisation of electrical energy storage technologies," Energy, Elsevier, vol. 53(C), pages 288-298.
    25. Jannelli, E. & Minutillo, M. & Lubrano Lavadera, A. & Falcucci, G., 2014. "A small-scale CAES (compressed air energy storage) system for stand-alone renewable energy power plant for a radio base station: A sizing-design methodology," Energy, Elsevier, vol. 78(C), pages 313-322.
    26. Cabrera, F.J. & Fernández-García, A. & Silva, R.M.P. & Pérez-García, M., 2013. "Use of parabolic trough solar collectors for solar refrigeration and air-conditioning applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 20(C), pages 103-118.
    27. Fernandes, M.S. & Brites, G.J.V.N. & Costa, J.J. & Gaspar, A.R. & Costa, V.A.F., 2014. "Review and future trends of solar adsorption refrigeration systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 39(C), pages 102-123.
    28. Scozzari, R. & Santarelli, M., 2014. "Techno-economic analysis of a small size short range EES (electric energy storage) system for a PV (photovoltaic) plant serving a SME (small and medium enterprise) in a given regulatory context," Energy, Elsevier, vol. 71(C), pages 180-193.
    29. Nixon, J.D. & Dey, P.K. & Davies, P.A., 2010. "Which is the best solar thermal collection technology for electricity generation in north-west India? Evaluation of options using the analytical hierarchy process," Energy, Elsevier, vol. 35(12), pages 5230-5240.
    30. Saffa B. Riffat & Erdem Cuce, 2011. "A review on hybrid photovoltaic/thermal collectors and systems," International Journal of Low-Carbon Technologies, Oxford University Press, vol. 6(3), pages 212-241, June.
    31. Kenisarin, Murat & Mahkamov, Khamid, 2007. "Solar energy storage using phase change materials," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(9), pages 1913-1965, December.
    32. Shukla, Ruchi & Sumathy, K. & Erickson, Phillip & Gong, Jiawei, 2013. "Recent advances in the solar water heating systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 19(C), pages 173-190.
    33. McManus, M.C., 2012. "Environmental consequences of the use of batteries in low carbon systems: The impact of battery production," Applied Energy, Elsevier, vol. 93(C), pages 288-295.
    34. Al-Shamani, Ali Najah & Yazdi, Mohammad H. & Alghoul, M.A. & Abed, Azher M. & Ruslan, M.H. & Mat, Sohif & Sopian, K., 2014. "Nanofluids for improved efficiency in cooling solar collectors – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 348-367.
    35. Parida, Bhubaneswari & Iniyan, S. & Goic, Ranko, 2011. "A review of solar photovoltaic technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(3), pages 1625-1636, April.
    36. Chua, K.J. & Chou, S.K. & Yang, W.M., 2010. "Advances in heat pump systems: A review," Applied Energy, Elsevier, vol. 87(12), pages 3611-3624, December.
    37. Agyenim, Francis & Hewitt, Neil & Eames, Philip & Smyth, Mervyn, 2010. "A review of materials, heat transfer and phase change problem formulation for latent heat thermal energy storage systems (LHTESS)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(2), pages 615-628, February.
    38. Kim, Y.M. & Favrat, D., 2010. "Energy and exergy analysis of a micro-compressed air energy storage and air cycle heating and cooling system," Energy, Elsevier, vol. 35(1), pages 213-220.
    39. Glasgo, Brock & Azevedo, Inês Lima & Hendrickson, Chris, 2016. "How much electricity can we save by using direct current circuits in homes? Understanding the potential for electricity savings and assessing feasibility of a transition towards DC powered buildings," Applied Energy, Elsevier, vol. 180(C), pages 66-75.
    40. Ardente, Fulvio & Beccali, Giorgio & Cellura, Maurizio & Lo Brano, Valerio, 2005. "Life cycle assessment of a solar thermal collector," Renewable Energy, Elsevier, vol. 30(7), pages 1031-1054.
    41. Pehnt, Martin, 2006. "Dynamic life cycle assessment (LCA) of renewable energy technologies," Renewable Energy, Elsevier, vol. 31(1), pages 55-71.
    42. Goyal, Parash & Baredar, Prashant & Mittal, Arvind & Siddiqui, Ameenur. R., 2016. "Adsorption refrigeration technology – An overview of theory and its solar energy applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 1389-1410.
    43. Linssen, Jochen & Stenzel, Peter & Fleer, Johannes, 2017. "Techno-economic analysis of photovoltaic battery systems and the influence of different consumer load profiles," Applied Energy, Elsevier, vol. 185(P2), pages 2019-2025.
    44. Sharma, Atul & Tyagi, V.V. & Chen, C.R. & Buddhi, D., 2009. "Review on thermal energy storage with phase change materials and applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(2), pages 318-345, February.
    45. Aliane, A. & Abboudi, S. & Seladji, C. & Guendouz, B., 2016. "An illustrated review on solar absorption cooling experimental studies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 443-458.
    46. El Chaar, L. & lamont, L.A. & El Zein, N., 2011. "Review of photovoltaic technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(5), pages 2165-2175, June.
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