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A parametric assessing and intelligent forecasting of the energy and exergy performances of a dish concentrating photovoltaic/thermal collector considering six different nanofluids and applying two meticulous soft computing paradigms

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  • Askari, Ighball Baniasad
  • Shahsavar, Amin
  • Jamei, Mehdi
  • Calise, Francesco
  • Karbasi, Masoud

Abstract

In the present study, the application of six engine oil-based Nano fluids (NFs) in a solar concentrating photovoltaic thermal (CPVT) collector is investigated. The calculations were performed for different values of nanoparticle volume concentration, receiver tube diameter, concentrator surface area, receiver length, receiver actual to the maximum number of channels ratio, beam radiation, and a constant volumetric flow rate. Besides, two novel soft computing paradigms namely, the cascaded forward neural network (CFNN) and Multi-gene genetic programming (MGGP) were adopted to predict the first law efficiency (ηI) and second law efficiency (ηII) of the system based on the influential parameters, as the input features. It was found that the increase of nanoparticle concentration leads to an increase in ηI and a decrease in ηII. Moreover, the rise of both the concentrator surface area (from 5 m2 to 20 m2) and beam irradiance (from 150 W/m2 to 1000 W/m2) entails an increase in both the ηI (by 39% and 261%) and ηII (by 55% and 438%). Furthermore, it was reported that the pattern of changes in both ηI and ηII with serpentine tube diameter, receiver plate length, and absorber tube length is increasing-decreasing. The results of modeling demonstrated that the CFNN had superior performance than the MGGP model.

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  • Askari, Ighball Baniasad & Shahsavar, Amin & Jamei, Mehdi & Calise, Francesco & Karbasi, Masoud, 2022. "A parametric assessing and intelligent forecasting of the energy and exergy performances of a dish concentrating photovoltaic/thermal collector considering six different nanofluids and applying two me," Renewable Energy, Elsevier, vol. 193(C), pages 149-166.
    • Handle: RePEc:eee:renene:v:193:y:2022:i:c:p:149-166
    DOI: 10.1016/j.renene.2022.04.155
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    1. Abadeh, Abazar & Rejeb, Oussama & Sardarabadi, Mohammad & Menezo, Christophe & Passandideh-Fard, Mohammad & Jemni, Abdelmajid, 2018. "Economic and environmental analysis of using metal-oxides/water nanofluid in photovoltaic thermal systems (PVTs)," Energy, Elsevier, vol. 159(C), pages 1234-1243.
    2. Mojumder, Juwel Chandra & Ong, Hwai Chyuan & Chong, Wen Tong & Izadyar, Nima & Shamshirband, Shahaboddin, 2017. "The intelligent forecasting of the performances in PV/T collectors based on soft computing method," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 1366-1378.
    3. 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.
    4. Fudholi, Ahmad & Razali, Nur Farhana Mohd & Yazdi, Mohammad H. & Ibrahim, Adnan & Ruslan, Mohd Hafidz & Othman, Mohd Yusof & Sopian, Kamaruzzaman, 2019. "TiO2/water-based photovoltaic thermal (PVT) collector: Novel theoretical approach," Energy, Elsevier, vol. 183(C), pages 305-314.
    5. Buonomano, Annamaria & Calise, Francesco & Dentice d'Accadia, Massimo & Vanoli, Laura, 2013. "A novel solar trigeneration system based on concentrating photovoltaic/thermal collectors. Part 1: Design and simulation model," Energy, Elsevier, vol. 61(C), pages 59-71.
    6. 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.
    7. Sardarabadi, Mohammad & Hosseinzadeh, Mohammad & Kazemian, Arash & Passandideh-Fard, Mohammad, 2017. "Experimental investigation of the effects of using metal-oxides/water nanofluids on a photovoltaic thermal system (PVT) from energy and exergy viewpoints," Energy, Elsevier, vol. 138(C), pages 682-695.
    8. Masood Akbari & Farzin Salmasi & Hadi Arvanaghi & Masoud Karbasi & Davood Farsadizadeh, 2019. "Application of Gaussian Process Regression Model to Predict Discharge Coefficient of Gated Piano Key Weir," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 33(11), pages 3929-3947, September.
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