Pv/T Systems For Energy Efficiency By Using Advanced Deep Neural Network (DNN) And Nanofluid In Solar Systems

Yıl 2023, Cilt: 2 Sayı: 2, 26 - 31, 01.01.2024

Rezvan Rezaeizadeh , Ettahır El Hadı Alı Omar Swese Aybaba Hançerlioğulları

Öz

Today, solar energy is a very popular alternative energy source due to its enormous availability in nature. In this study, focusing on the electro-mechanical production industry of advanced PV/T solar panels, studies carried out on the development of new methodological methods for the efficiency of existing asset management practices of the infrastructure of this industry and the optimal improvement . For this, it is to integrate a power-generating PV/T panel and a solar thermal heating panel within the same collection surface. In this research, it was implemented using a new roof-mounted PV/T multi-reflection panel, which not only increases the power output of the PV/T panel, but most importantly, the aesthetic aspect is a major barrier to large-scale uptake of PV/TIn this study, we developed a new advanced MPPT(maximum power point tracking) algorithm such as Deep Neural Network (DNN) controller especially for photovoltaic system. The proposed DNN based MPPT algorithm is developed PV/T voltage, current and corresponding duty cycle.

Anahtar Kelimeler

PV/T, MPPT, DNN, Türkiye, İran, Nanofluid

Destekleyen Kurum

Türkiye Scholarships I Research Programme (YTB)

Proje Numarası

22ır013805

Teşekkür

The authors sincerely thank Türkiye Scholarships (22IR013805 )number research fellowship programme(YTB) and Kastamonu University and Gazi University Energy Central Laboratory staff for helping

Kaynakça

• [1] Swese E.O.E., Hançerlioğulları A., (2022) “Investigation of performance on photovoltaic/thermal (PV/T) system using magnetic nanofluids”, Politeknik Dergisi, 25(1), 411-416.
• [2] Lämmle M., Oliva A., Hermann M., Kramer K., Kramer W., “PVT collector technologies in solar thermal systems: A systematic assessment of electrical and thermal yields with the novel characteristic temperature approach”, Solar Energy, 155, 867-879, (2017).
• [3] Sandnes, B. and Rekstad, J., (2002) “A photovoltaic/thermal (PV/T) collector with a polymer absorber plate, Experimental study and analytical model”, Solar Energy, 72(1): 63-73.
• [4] S.R. Maadi, A. Kolahan, M. Passandideh Fard, M. Sardarabadi, (2017) “Effects of Nanofluids Thermo-Physical Properties on the Heat Transfer and 1st Law of Thermodynamic in a Serpentine PVT System”, Proceedings of the 17th Fluid Dynamics Conference, Shahrood, Iran, 27-29.
• [5] AShahsavar, A., Jha, P., Arıcı, M., and Estellé, P., (2021) “Experimental investigation of the usability of the rifled serpentine tube to improve energy and exergy performances of a nanofluid-based photovoltaic/thermal system”, Renewable Energy, 170, 410-425.
• [6] Al-Waeli, A. H., Sopian, K., Chaichan, M. T., Kazem, H. A., Ibrahim, A., Mat, S., & Ruslan, M. H., (2017)“Evaluation of the nanofluid and nano-PCM based photovoltaic thermal (PVT) system: An experimental study”, Energy Conversion and Management, 151, 693-708.
• [7] Al-Shamani, A. N., Sopian, K., Mat, S., Hasan, H. A., Abed, A. M., and Ruslan, M. H., (2016) “Experimental studies of rectangular tube absorber photovoltaic thermal collector with various types of nanofluids under the tropical climate conditions”, Energy Conversion and Management, 124, 528-542.
• [8] Michael, J. J., and Iniyan, S., (2015) “Performance analysis of a copper sheet laminated photovoltaic thermal collector using copper oxide–water nanofluid”, Solar Energy, 119, 439-451.
• [9] Rejeb, O., Sardarabadi, M., Ménézo, C., Passandideh-Fard, M., Dhaou, M. H., and Jemni, A., (2016) “Numerical and model validation of uncovered nanofluid sheet and tube type photovoltaic thermal solar system”, Energy Conversion and Management, 110, 367-377.
• [10] Sardarabadi, M., Passandideh-Fard, M., and Heris, S. Z., (2014) “Experimental investigation of the effects of silica/water nanofluid on PV/T (photovoltaic thermal units)”, Energy, 66, 264-272.
• [11] Ghadiri, M., Sardarabadi, M., Pasandideh-fard, M., and Moghadam, A. J.,(2015) “Experimental investigation of a PVT system performance using nano ferrofluids”, Energy Conversion and Management, 103, 468-476.
• [12] Khanlari, A., Sözen, A., and Variyenli, H. İ., (2019)“Simulation and experimental analysis of heat transfer characteristics in the plate type heat exchangers using TiO2/water nanofluid”, International Journal of Numerical Methods for Heat & Fluid Flow, 29(4), 1343-1362.
• [13] Sözen, A., Martin, K., Aytaç, İ., and Filiz, Ç., (2020)“Upgrading the Performance of Heat Recovery Unit Containing Heat Pipes by Using a Hybrid (CuO+ ZnO)/Water Nanofluid”, Heat Transfer Research, 51(14), 1289-1300.
• [14] Ali, M., (2020)“Instability of Hydromagnetic Hybrid Flow Fe2O3-Fe3O4/H2O of Thermocapillary Layers of Shear-Thinning Nanofluids”
• [15] Sheikholeslami, M. and Ganji, D.D., (2015) “Nanofluid Flow and Heat Transfer between Parallel Plates Considering Brownian Motion Using DTM”, Comput. Methods Appl. Mech. Eng., 283,651–663.
• [16] Çiftçi, E., Sözen, A., and Karaman, E., (2016) “TiO2 İçeren Nanoakışkan Kullanımının Isı Borusu Performansına Etkisinin Deneysel Olarak İncelenmesi”, Politeknik Dergisi, 19(3), 367–376.
• [17]B. Dursun, C. Gokcol, I. Umut, E. Ucar, and S. Kocabey, (2013)“Techno-economic evaluation of a hybrid PV—Wind power generation system,” Int. J. Green Energy, 10(2) ,117–136.
• [18]C.-H. Li, X.-J. Zhu, G.-Y. Cao, S. Sui, and M.-R. Hu, (2009) “Dynamic modeling and sizing optimization of stand-alone photovoltaic power systems using hybrid energy storage technology,” Renew. energy, 34 (3), 815–826.
• [19]L. Cavanini, L. Ciabattoni, F. Ferracuti, G. Ippoliti, and S. Longhi, (2016)“Microgrid sizing via profit maximization: a population based optimization approach,” in 14th international conference on industrial informatics (INDIN), 663–668.
• [20]A. Q. Al-Shetwi, M. Z. Sujod, and F. Blaabjerg, (2018) “Low voltage ride-through capability control for single-stage inverter-based grid-connected photovoltaic power plant,” Sol. Energy, vol. 159, 665–681. [21]V. Chobanov, “The impact of PV orientation in smart grids, (2016)” in IEEE International Power Electronics and Motion Control Conference (PEMC), 1055–1059.
• [22]L. Ciabattoni, F. Ferracuti, G. Ippoliti, and S. Longhi, (2016) “Artificial bee colonies based optimal sizing of microgrid components: a profit maximization approach,” in IEEE Congress on Evolutionary Computation ,2036–2042.
• [23]F. Diab and S. Ali, (2016)“An economic and environment friendly solution for the rural households’ energy crisis in Egypt,” J. Renew. Sustain. Energy, 8( 4), 45904.
• [24]E. Zarezadeh, H. Fakharzadegan, A. Ghorbani, and H. Fathabadi, (2015). “A probabilistic approach to determine PV array size and battery capacity used in grid-connected PV systems,” in 23rd Iranian Conference on Electrical Engineering, 1533–1538.
• [25]L. N. An, T. Quoc-Tuan, B. Seddik, and N. Van-Linh, (2015) “Optimal sizing of a grid-connected microgrid,” in IEEE International Conference on Industrial Technology 2015 (ICIT), 2869–2874.
• [26]T. A. Nguyen, M. L. Crow, and A. C. Elmore, (2015) “Optimal sizing of a vanadium redox battery system for microgrid systems,” IEEE Trans. Sustain. energy, 6(3) , 729–737.
• [27]M. Cavalcanti, G. M. S. Azevedo, B. A. Amaral, K. C. De Oliveira, F. A. S. Neves, and D. Lins, (2005)“Efficiency evaluation in grid connected photovoltaic energy conversion systems,” in IEEE 36th Power Electronics Specialists Conference, 269–275.
• [28]K. S. Rajesh and S. S. Dash, , (2019) “Load frequency control of autonomous power system using adaptive fuzzy based PID controller optimized on improved sine cosine algorithm,” J. Ambient Intell. Humaniz. Comput, 10 (6) , 2361–2373.
• [29]N. Crespi, (2014)International Conference on Electronics and Electrical Engineering, CEEE2014. DEStech Publications, Inc.
• [30]V. Lughi, A. M. Pavan, S. Quaia, and G. Sulligoi, (2008) “Economical analysis and innovative solutions for grid connected PV plants,” in International Symposium on Power Electronics, Electrical Drives, Automation and Motion, 211–216.
• [32]R. Rose and E. N. Skariah, (2013) “Active power management of hybrid fuel cell, photovoltaic unit, and supercapacitor power conversion system in a microgrid,” in International Conference on Renewable Energy and Sustainable Energy (ICRESE), 200–206.
• [33]M. Hamzeh, A. Ghazanfari, H. Mokhtari, and H. Karimi, (2013)“Integrating hybrid power source into an islanded MV microgrid using CHB multilevel inverter under unbalanced and nonlinear load conditions,” IEEE Trans. energy Convers, 28( 3), 643–651.
• [34]K. V. K. Varma, K. Sirisha, G. Satyanarayana, and K. L. Ganesh, (2014) “Optimal PWM strategy for 11-level series connected multilevel converter using Hybrid PV/FC/BESS source,” in International Conference on Circuits, Power and Computing Technologies, 686–691.
• [35]A. Mostafazadeh, T. K. Tasooji, M. Sahin, and O. Usta, (2017) “Voltage control of PV-FC-battery-wind turbine for stand-alone hybrid system based on fuzzy logic controller,” in 10th International Conference on Electrical and Electronics Engineering ,170–174.