IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v151y2020icp575-588.html
   My bibliography  Save this article

Thermal characteristics of evacuated tube solar collectors with coil inside: An experimental study and evolutionary algorithms

Author

Listed:
  • Sadeghi, Gholamabbas
  • Najafzadeh, Mohammad
  • Ameri, Mehran

Abstract

In this paper, the thermal characteristics of an evacuated tube solar collector for different volumetric flow rates of the fluid (10, 30 and 50 l/h) was experimentally improved by using copper oxide/distilled water (Cu2O/DW) nanofluid, and parabolic concentrator. Moreover, the effect of different volume fractions of the utilized nanofluid on the fluid properties, such as convective heat transfer coefficient, Nusselt number, and the useful gain of the collector was experimented. Finally, three artificial intelligence (AI) techniques namely, multi-variate adaptive regression spline (MARS), model tree (MT) and gene-expression programming (GEP) have been employed to predict the energy efficiency (ηІ) and inlet-outlet water temperature difference (ΔT). The input variables were volume of the storage tank (V), volume fraction of the nanofluid (VF), and mass flow rate of the fluid (M˙). The proposed AI methods presented robust formulations for prediction of ηІ and ΔT with an acceptable level of precision. The statistical results of AI models demonstrated that the MARS method can make a more accurate prediction of the collector performance than GEP and MT. It was also concluded that increase in both flow rate, and concentration of the nanofluid, lead to an increase in the thermal performance of the solar collector.

Suggested Citation

  • Sadeghi, Gholamabbas & Najafzadeh, Mohammad & Ameri, Mehran, 2020. "Thermal characteristics of evacuated tube solar collectors with coil inside: An experimental study and evolutionary algorithms," Renewable Energy, Elsevier, vol. 151(C), pages 575-588.
    • Handle: RePEc:eee:renene:v:151:y:2020:i:c:p:575-588
    DOI: 10.1016/j.renene.2019.11.050
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148119317379
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.renene.2019.11.050?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Mahbubul, I.M. & Khan, Mohammed Mumtaz A. & Ibrahim, Nasiru I. & Ali, Hafiz Muhammad & Al-Sulaiman, Fahad A. & Saidur, R., 2018. "Carbon nanotube nanofluid in enhancing the efficiency of evacuated tube solar collector," Renewable Energy, Elsevier, vol. 121(C), pages 36-44.
    2. Kaya, Hüseyin & Arslan, Kamil & Eltugral, Nurettin, 2018. "Experimental investigation of thermal performance of an evacuated U-Tube solar collector with ZnO/Etylene glycol-pure water nanofluids," Renewable Energy, Elsevier, vol. 122(C), pages 329-338.
    3. Amir Hamzeh Haghiabi, 2017. "Modeling River Mixing Mechanism Using Data Driven Model," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 31(3), pages 811-824, February.
    4. Sadeghi, Gholamabbas & Safarzadeh, Habibollah & Bahiraei, Mehdi & Ameri, Mehran & Raziani, Mohsen, 2019. "Comparative study of air and argon gases between cover and absorber coil in a cylindrical solar water heater: An experimental study," Renewable Energy, Elsevier, vol. 135(C), pages 426-436.
    5. Sharafeldin, M.A. & Gróf, Gyula, 2019. "Efficiency of evacuated tube solar collector using WO3/Water nanofluid," Renewable Energy, Elsevier, vol. 134(C), pages 453-460.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hu, Mingke & Guo, Chao & Zhao, Bin & Ao, Xianze & Suhendri, & Cao, Jingyu & Wang, Qiliang & Riffat, Saffa & Su, Yuehong & Pei, Gang, 2021. "A parametric study on the performance characteristics of an evacuated flat-plate photovoltaic/thermal (PV/T) collector," Renewable Energy, Elsevier, vol. 167(C), pages 884-898.
    2. Márton Gosztonyi & Csákné Filep Judit, 2022. "Profiling (Non-)Nascent Entrepreneurs in Hungary Based on Machine Learning Approaches," Sustainability, MDPI, vol. 14(6), pages 1-20, March.
    3. Nokhosteen, Arman & Sobhansarbandi, Sarvenaz, 2021. "Numerical modeling and experimental cross-validation of a solar thermal collector through an innovative hybrid CFD model," Renewable Energy, Elsevier, vol. 172(C), pages 918-928.
    4. Tembhare, Saurabh P. & Barai, Divya P. & Bhanvase, Bharat A., 2022. "Performance evaluation of nanofluids in solar thermal and solar photovoltaic systems: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
    5. Gao, Datong & Zhong, Shuai & Ren, Xiao & Kwan, Trevor Hocksun & Pei, Gang, 2022. "The energetic, exergetic, and mechanical comparison of two structurally optimized non-concentrating solar collectors for intermediate temperature applications," Renewable Energy, Elsevier, vol. 184(C), pages 881-898.
    6. Feng, Li & Liu, Jiajun & Lu, Haitao & Chen, Yuning & Wu, Shenyu, 2022. "A parametric study on the efficiency of a solar evacuated tube collector using phase change materials: A transient simulation," Renewable Energy, Elsevier, vol. 199(C), pages 745-758.
    7. Joo, Hong-Jin & Kwak, Hee-Youl & Kong, Minsuk, 2022. "Effect of twisted tape inserts on thermal performance of heat pipe evacuated-tube solar thermal collector," Energy, Elsevier, vol. 254(PB).
    8. Gao, Datong & Zhao, Bin & Kwan, Trevor Hocksun & Hao, Yong & Pei, Gang, 2022. "The spatial and temporal mismatch phenomenon in solar space heating applications: status and solutions," Applied Energy, Elsevier, vol. 321(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Tembhare, Saurabh P. & Barai, Divya P. & Bhanvase, Bharat A., 2022. "Performance evaluation of nanofluids in solar thermal and solar photovoltaic systems: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
    2. Yıldırım, Erdal & Yurddaş, Ali, 2021. "Assessments of thermal performance of hybrid and mono nanofluid U-tube solar collector system," Renewable Energy, Elsevier, vol. 171(C), pages 1079-1096.
    3. Kaya, Hüseyin & Alkasem, Mohanad & Arslan, Kamil, 2020. "Effect of nanoparticle shape of Al2O3/Pure Water nanofluid on evacuated U-Tube solar collector efficiency," Renewable Energy, Elsevier, vol. 162(C), pages 267-284.
    4. Sharafeldin, M.A. & Gróf, Gyula, 2019. "Efficiency of evacuated tube solar collector using WO3/Water nanofluid," Renewable Energy, Elsevier, vol. 134(C), pages 453-460.
    5. Sarafraz, M.M. & Safaei, M.R., 2019. "Diurnal thermal evaluation of an evacuated tube solar collector (ETSC) charged with graphene nanoplatelets-methanol nano-suspension," Renewable Energy, Elsevier, vol. 142(C), pages 364-372.
    6. Natividade, Pablo Sampaio Gomes & de Moraes Moura, Gabriel & Avallone, Elson & Bandarra Filho, Enio Pedone & Gelamo, Rogério Valentim & Gonçalves, Júlio Cesar de Souza Inácio, 2019. "Experimental analysis applied to an evacuated tube solar collector equipped with parabolic concentrator using multilayer graphene-based nanofluids," Renewable Energy, Elsevier, vol. 138(C), pages 152-160.
    7. Sadeghi, Gholamabbas & Pisello, Anna Laura & Safarzadeh, Habibollah & Poorhossein, Miad & Jowzi, Mohammad, 2020. "On the effect of storage tank type on the performance of evacuated tube solar collectors: Solar radiation prediction analysis and case study," Energy, Elsevier, vol. 198(C).
    8. Choudhary, Suraj & Sachdeva, Anish & Kumar, Pramod, 2020. "Investigation of the stability of MgO nanofluid and its effect on the thermal performance of flat plate solar collector," Renewable Energy, Elsevier, vol. 147(P1), pages 1801-1814.
    9. Bhowmik, Mrinal & Muthukumar, P. & Anandalakshmi, R., 2019. "Experimental based multilayer perceptron approach for prediction of evacuated solar collector performance in humid subtropical regions," Renewable Energy, Elsevier, vol. 143(C), pages 1566-1580.
    10. Maraj, Altin & Londo, Andonaq & Gebremedhin, Alemayehu & Firat, Coskun, 2019. "Energy performance analysis of a forced circulation solar water heating system equipped with a heat pipe evacuated tube collector under the Mediterranean climate conditions," Renewable Energy, Elsevier, vol. 140(C), pages 874-883.
    11. Sarafraz, M.M. & Tlili, I. & Tian, Zhe & Bakouri, Mohsen & Safaei, Mohammad Reza, 2019. "Smart optimization of a thermosyphon heat pipe for an evacuated tube solar collector using response surface methodology (RSM)," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 534(C).
    12. Abu Shadate Faisal Mahamude & Wan Sharuzi Wan Harun & Kumaran Kadirgama & Devarajan Ramasamy & Kaniz Farhana & Khalid Saleh & Talal Yusaf, 2022. "Experimental Study on the Efficiency Improvement of Flat Plate Solar Collectors Using Hybrid Nanofluids Graphene/Waste Cotton," Energies, MDPI, vol. 15(7), pages 1-27, March.
    13. 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.
    14. Zou, Lingeng & Liu, Ye & Yu, Jianlin, 2023. "Energy, exergy and economic evaluation of a solar enhanced ejector expansion heat pump cycle," Renewable Energy, Elsevier, vol. 217(C).
    15. Sheikholeslami, M. & Farshad, Seyyed Ali & Shafee, Ahmad & Babazadeh, Houman, 2021. "Performance of solar collector with turbulator involving nanomaterial turbulent regime," Renewable Energy, Elsevier, vol. 163(C), pages 1222-1237.
    16. Mashhour A. Alazwari & Mohammad Reza Safaei, 2021. "Non-Isothermal Hydrodynamic Characteristics of a Nanofluid in a Fin-Attached Rotating Tube Bundle," Mathematics, MDPI, vol. 9(10), pages 1-24, May.
    17. Su, Yan & Sui, Pengxiang & Davidson, Jane H., 2022. "A sub-continuous lattice Boltzmann simulation for nanofluid cooling of concentrated photovoltaic thermal receivers," Renewable Energy, Elsevier, vol. 184(C), pages 712-726.
    18. Loni, R. & Askari Asli-Ardeh, E. & Ghobadian, B. & Kasaeian, A.B. & Bellos, Evangelos, 2018. "Thermal performance comparison between Al2O3/oil and SiO2/oil nanofluids in cylindrical cavity receiver based on experimental study," Renewable Energy, Elsevier, vol. 129(PA), pages 652-665.
    19. Ham, Jeonggyun & Shin, Yunchan & Cho, Honghyun, 2022. "Comparison of thermal performance between a surface and a volumetric absorption solar collector using water and Fe3O4 nanofluid," Energy, Elsevier, vol. 239(PC).
    20. Sadeghi, Gholamabbas & Safarzadeh, Habibollah & Bahiraei, Mehdi & Ameri, Mehran & Raziani, Mohsen, 2019. "Comparative study of air and argon gases between cover and absorber coil in a cylindrical solar water heater: An experimental study," Renewable Energy, Elsevier, vol. 135(C), pages 426-436.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:151:y:2020:i:c:p:575-588. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.