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Bi-objective optimization of photovoltaic-thermal (PV/T) solar collectors according to various weather conditions using genetic algorithm: A numerical modeling

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  • Khani, M.S.
  • Baneshi, M.
  • Eslami, M.

Abstract

Electrical and thermal performance of hybrid photovoltaic-thermal solar collectors depend on design parameters such as tube diameter, spacing and mass flow rate. In this study, a computational finite volume code is developed to calculate transient two-dimensional temperature distribution in each layer of a PV/T collector. Hence, the temperature dependent performance can be obtained accurately for a system of arbitrary configuration. Genetic Algorithm is then used to find a set of design parameters that maximize the electrical and thermal efficiencies by single and bi-objective optimizations. In order to account for variable ambient conditions during a year, this procedure is repeated for a number of different ambient conditions and an appropriate design is selected in an innovative manner. Comparison of the results reveal that the system with maximum electrical efficiency has also very good thermal performance in different weather conditions. The optimizations are also performed for collectors of different sizes and aspect ratios. It is shown that the present procedure is capable of further improving the previously optimized designs to achieve 8.6% and 11.5% extra electrical power and thermal energy, respectively, in a day. Yearly electrical performance of the proposed system is also 25% better than a conventional PV module without cooling.

Suggested Citation

  • Khani, M.S. & Baneshi, M. & Eslami, M., 2019. "Bi-objective optimization of photovoltaic-thermal (PV/T) solar collectors according to various weather conditions using genetic algorithm: A numerical modeling," Energy, Elsevier, vol. 189(C).
  • Handle: RePEc:eee:energy:v:189:y:2019:i:c:s0360544219319188
    DOI: 10.1016/j.energy.2019.116223
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    1. Rejeb, Oussama & Dhaou, Houcine & Jemni, Abdelmajid, 2015. "A numerical investigation of a photovoltaic thermal (PV/T) collector," Renewable Energy, Elsevier, vol. 77(C), pages 43-50.
    2. Gagliano, Antonio & Tina, Giuseppe M. & Nocera, Francesco & Grasso, Alfio Dario & Aneli, Stefano, 2019. "Description and performance analysis of a flexible photovoltaic/thermal (PV/T) solar system," Renewable Energy, Elsevier, vol. 137(C), pages 144-156.
    3. Yazdanifard, Farideh & Ameri, Mehran, 2018. "Exergetic advancement of photovoltaic/thermal systems (PV/T): A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 97(C), pages 529-553.
    4. Colangelo, Gianpiero & Favale, Ernani & Miglietta, Paola & de Risi, Arturo, 2016. "Innovation in flat solar thermal collectors: A review of the last ten years experimental results," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 1141-1159.
    5. Yuan, Weiqi & Ji, Jie & Li, Zhaomeng & Zhou, Fan & Ren, Xiao & Zhao, Xudong & Liu, Shuli, 2018. "Comparison study of the performance of two kinds of photovoltaic/thermal(PV/T) systems and a PV module at high ambient temperature," Energy, Elsevier, vol. 148(C), pages 1153-1161.
    6. Sobhnamayan, F. & Sarhaddi, F. & Alavi, M.A. & Farahat, S. & Yazdanpanahi, J., 2014. "Optimization of a solar photovoltaic thermal (PV/T) water collector based on exergy concept," Renewable Energy, Elsevier, vol. 68(C), pages 356-365.
    7. Das, Dudul & Kalita, Pankaj & Roy, Omkar, 2018. "Flat plate hybrid photovoltaic- thermal (PV/T) system: A review on design and development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 84(C), pages 111-130.
    8. Francesco Calise & Rafal Damian Figaj & Laura Vanoli, 2017. "Experimental and Numerical Analyses of a Flat Plate Photovoltaic/Thermal Solar Collector," Energies, MDPI, vol. 10(4), pages 1-21, April.
    9. 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.
    10. Daghigh, R. & Ruslan, M.H. & Sopian, K., 2011. "Advances in liquid based photovoltaic/thermal (PV/T) collectors," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(8), pages 4156-4170.
    11. Al-Shamani, Ali Najah & Alghoul, M.A. & Elbreki, A.M. & Ammar, A.A. & Abed, Azher M. & Sopian, K., 2018. "Mathematical and experimental evaluation of thermal and electrical efficiency of PV/T collector using different water based nano-fluids," Energy, Elsevier, vol. 145(C), pages 770-792.
    12. Al-Waeli, Ali H.A. & Chaichan, Miqdam T. & Kazem, Hussein A. & Sopian, K. & Ibrahim, Adnan & Mat, Sohif & Ruslan, Mohd Hafidz, 2018. "Comparison study of indoor/outdoor experiments of a photovoltaic thermal PV/T system containing SiC nanofluid as a coolant," Energy, Elsevier, vol. 151(C), pages 33-44.
    13. Yu, Ying & Long, Enshen & Chen, Xi & Yang, Hongxing, 2019. "Testing and modelling an unglazed photovoltaic thermal collector for application in Sichuan Basin," Applied Energy, Elsevier, vol. 242(C), pages 931-941.
    14. Souliotis, Manolis & Arnaoutakis, Nektarios & Panaras, Giorgos & Kavga, Angeliki & Papaefthimiou, Spiros, 2018. "Experimental study and Life Cycle Assessment (LCA) of Hybrid Photovoltaic/Thermal (PV/T) solar systems for domestic applications," Renewable Energy, Elsevier, vol. 126(C), pages 708-723.
    15. Hossain, M.S. & Pandey, A.K. & Selvaraj, Jeyraj & Rahim, Nasrudin Abd & Islam, M.M. & Tyagi, V.V., 2019. "Two side serpentine flow based photovoltaic-thermal-phase change materials (PVT-PCM) system: Energy, exergy and economic analysis," Renewable Energy, Elsevier, vol. 136(C), pages 1320-1336.
    16. Shehadeh, Shadi H. & Aly, Hamed H. & El-Hawary, M.E., 2019. "Investigation of photovoltaic coverage ratio for maximum overall thermal energy of photovoltaic thermal system," Renewable Energy, Elsevier, vol. 134(C), pages 757-768.
    17. Yang, Xiaojiao & Sun, Liangliang & Yuan, Yanping & Zhao, Xudong & Cao, Xiaoling, 2018. "Experimental investigation on performance comparison of PV/T-PCM system and PV/T system," Renewable Energy, Elsevier, vol. 119(C), pages 152-159.
    18. Yazdanifard, Farideh & Ebrahimnia-Bajestan, Ehsan & Ameri, Mehran, 2016. "Investigating the performance of a water-based photovoltaic/thermal (PV/T) collector in laminar and turbulent flow regime," Renewable Energy, Elsevier, vol. 99(C), pages 295-306.
    19. Guarracino, Ilaria & Freeman, James & Ramos, Alba & Kalogirou, Soteris A. & Ekins-Daukes, Nicholas J. & Markides, Christos N., 2019. "Systematic testing of hybrid PV-thermal (PVT) solar collectors in steady-state and dynamic outdoor conditions," Applied Energy, Elsevier, vol. 240(C), pages 1014-1030.
    20. Zhang, Heng & Liang, Kai & Chen, Haiping & Gao, Dan & Guo, Xinxin, 2019. "Thermal and electrical performance of low-concentrating PV/T and flat-plate PV/T systems: A comparative study," Energy, Elsevier, vol. 177(C), pages 66-76.
    21. Kazemian, Arash & Salari, Ali & Hakkaki-Fard, Ali & Ma, Tao, 2019. "Numerical investigation and parametric analysis of a photovoltaic thermal system integrated with phase change material," Applied Energy, Elsevier, vol. 238(C), pages 734-746.
    22. Bigorajski, Jarosław & Chwieduk, Dorota, 2019. "Analysis of a micro photovoltaic/thermal – PV/T system operation in moderate climate," Renewable Energy, Elsevier, vol. 137(C), pages 127-136.
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