Engineering and Technology Journal

Thermal Performance of an Evacuated-Tube Solar Collector Using Nanofluids and an Electrical Curtain Controlled by an Artificial Intelligence Technique

Document Type : Research Paper

Authors

1 Electromechanically Engineering Dept., University of Technology-Iraq,Alsina’a Street, P.O Box 10066, Baghdad, Iraq.

2 Electromechanically Engineering Dept., University of Technology-Iraq, Alsina’a Street, P.O Box 10066, Baghdad, Iraq.

Abstract

This paper studies the improvement of an evacuated tube solar collectors(ETSCs) performance in two way. The first is by adding a finned electronic curtain in front of the solar collector. While the second is by using a nanofluid instead of pure water. The purpose of the curtain is to increase the amount of solar radiation reflected toward the collector. The curtain is distinguished by its self-ability to track the sun's rays automatically. The electronic curtain is also closed to shade the tubes depending on the movement of the electronic curtain's fins and the nanofluid's temperatures. MATLAB algorithm has been used to design the Simulink model and control the system using Fuzzy Logic Control (FLC) and Artificial Neural Network (ANN). The results showed that the system performance improved using TiO2(50nm)+PW) as a working fluid without the curtain are (3.906%,5.34%, and7.407%), while the rate of improvement in the case of distilled water only was 2.34%and3.81%. Finally, by adding the finned electronic curtain to the system and use of TiO2(50nm)+PW) as a working fluid, the efficiency increased by 7.03%,9.16%, and 11.89%. The results showed that the performance of evacuated tubes solar collectors increased by using a nanofluid and the finned electronic curtain.

Graphical Abstract

Highlights

  • Increasing ETSC’s  efficiency by using Finned electronic curtain and Nano fluids .
  • Using of finned electronic curtain increased sun rays on the ETSC’s that increases the system efficiency.
  • Efficiency improvement with TiO2 are 7.03%, 9.16%, and 11.89%, respectively.
  • using  artificial intelligent (FLC–ANN) to predict the thermal parameters of ETSCs.

Keywords

Main Subjects

References
[1] H.A. Kazem, J.H. Yousif,  Comparison of prediction methods of photovoltaic power system production using a measured dataset, Energy Convers Manga,.148,2017,1070 –1081.
[2] M.A. Sabiha, R. Saidur  and S. Mekhilef,  An experimental study on Evacuated tube solar collector using Nanofluids,Transactions on Science and Technology, 2,1, 2015, 42 – 49.
[3] M.A. Sharafeldin, G. Grof, Evacuated tube solar collector performance using CeO2 /water Nanofluid , Journal of Cleaner Production , 185, 2018,347- 356 .
[4] A. O. Khalil., B.SH. Mohammed. The Combined Effect Of Nanofluid And Reflective Mirrors On The Performance Of Photovoltaic/Thermal Solar Collector, Thermal Science: 23,2A, 2019,573-587. [Online]. Available : https://doi.org/10.2298/TSCI171203092A
[5]  H. S. Anead, Kh. F. Sultan, A. A. Hameed,Improvement the performance of solar collector (ETC) by control of polarized solar radiation and hybrid Nanofluids, (Unpublished M.A Thesis). University of Technology, Baghdad, Iraq. 2019.
[6] S . Hassan, H.  El-Dosoky. Energy and exergy assessment of integrating reflectors on thermal energy storage of evacuated tube solar collector-heat pipe system, Solar Energy, 2092020,470-484 .https://doi.org/10.1016/j.solener.2020.09.009.
[7] Ozsoy, Ahmet ,and Corumlu,Thermal performance of a thermosyphon heat pipe evacuated tube solar collector using silver-water nanofluid for commercial applications,Renewable Energy, Elsevier, 122(C), 2018,26-34.
[8] A. Shafieian, M. Khiadani, and A. Nosrati,  Thermal performance of an evacuated tube heat pipe solar water heating system in cold season,Appl. Therm. Eng., 149, August 2019,644–657.
[9] Zubriski, K. Dick. Measurement of the efficiency of evacuated tube solar collectors under various operating conditions. College Publishing. 2012. 114–130, 2012.
[10] https://www.alternative-energy-tutorials.com/solar-hot-water/solar-hot-water.html.
[11] Entry looking glass, in the online Cambridge Dictionary. Accessed on 2020-05-04
[12] M.Pendergrast. A History of the Human Love Affair With Reflection,. Basic Books. 2004.
[13] M. S. a. L. Kundan, Experimental Study on Thermal Conductivity and Viscosity of Al2O3 Nano transformer Oil, International Journal on Theoretical and Applied Researcher in Mechanical Engineering (IJTARME),.2, 3, 2013.
[14] R. S. R. Gorla,  S. SiddiqA,  M. Mansour,  A. Rashad andT. Salah . Heat Source/Sink Effects on a Hybrid Nanofluid-Filled Porous Cavity, Journal of Thermophysics and Heat Transfer. 31, 4, 2017.
[15] E. Bellos, Z. Said, and C. Tzivanidis, The use of nanofluids in solar concentrating technologies: a comprehensive review, Journal of Cleaner Production, 196, 2018, 84–99.
[16] Huminic, Gabriela, and A. Huminic, Hybrid nanofluids for heat transfer applications–A state-of-the-art review, International Journal of Heat and Mass Transfer 125,2018, 82-103.
[17] I. A. Hassan, S. R. Faraj and A. K. Azeez , Theoretical temperaturedistribution investigation in electrical transformer by using nano-technology,  Eng. And Tech. Journal,.34, Part (A), 12, 2016.
[18] X. Sui, Q. Wu, J. Liu, Q. Chen and G. Gu, A Review of Optical Neural Networks, in IEEE Access,. 8, 2020,70773-70783, DOI: 10.1109/ACCESS.2020.2987333, 2020.
[19]  R. S.Burns, Advance control engineering,  Butterworth-Heinemann, Published, 2001.
[20] A.-T. Nguyen, T. Taniguchi, L. Eciolaza, V. Campos, R. Palhares, and M. Sugeno, Fuzzy control systems: Past, present, and future, IEEE Comput. Intell. Mag., 14, 1, 2019, 56–68.
Engineering and Technology Journal
Volume 40, Issue 1
Mechanical Engineering
, 33 articles
January 2022
Page 8-19
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