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Feature selection by ant colony optimization and experimental assessment analysis of PV panel by reflection of mirrors perpendicularly

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  • Kolamroudi, Mohammad Karimzadeh
  • Ilkan, Mustafa
  • Egelioglu, Fuat
  • Safaei, Babak

Abstract

This study ranks the effective factors in the output power of the low concentrator photovoltaic system (LCPVS) with 4 mirrors using Feature Selection (FS) approach through Ant Colony Optimization (ACO) method based on the analysis of the system improvements in summer and winter. The aim was to improve the intensity of solar irradiation on the same surface area of photovoltaic (PV) panel using mirrors, which led to an increase in power output. The proposed system comprised 4 mirrors that reflected solar radiation to PV panel surface, that was cooled by water spraying, in the most perpendicular position possible. Having done with the related experiments, the results were compared with reference panel. It was demonstrated that the average DC power output of the LCPVS with 4 mirrors was roughly the same, and it was 2.8 times more than that of the reference panel in summer and winter. Moreover, the average DC power output improvement in PV panel was 184.01% in summer and 179.42% in winter. The parameters influencing the output power of PV panel were ranked accordingly by FS approach through ACO. The developed system has the potential to be useful throughout the winter and can also be set up in the majority of regions across the globe.

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  • Kolamroudi, Mohammad Karimzadeh & Ilkan, Mustafa & Egelioglu, Fuat & Safaei, Babak, 2023. "Feature selection by ant colony optimization and experimental assessment analysis of PV panel by reflection of mirrors perpendicularly," Renewable Energy, Elsevier, vol. 218(C).
  • Handle: RePEc:eee:renene:v:218:y:2023:i:c:s0960148123011539
    DOI: 10.1016/j.renene.2023.119238
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    References listed on IDEAS

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    1. Jinyue Yan & Ying Yang & Pietro Elia Campana & Jijiang He, 2019. "City-level analysis of subsidy-free solar photovoltaic electricity price, profits and grid parity in China," Nature Energy, Nature, vol. 4(8), pages 709-717, August.
    2. Karimzadeh Kolamroudi, Mohammad & Ilkan, Mustafa & Egelioglu, Fuat & Safaei, Babak, 2022. "Maximization of the output power of low concentrating photovoltaic systems by the application of reflecting mirrors," Renewable Energy, Elsevier, vol. 189(C), pages 822-835.
    3. Erdil, Erzat & Ilkan, Mustafa & Egelioglu, Fuat, 2008. "An experimental study on energy generation with a photovoltaic (PV)–solar thermal hybrid system," Energy, Elsevier, vol. 33(8), pages 1241-1245.
    4. Kazemian, Arash & Khatibi, Meysam & Reza Maadi, Seyed & Ma, Tao, 2021. "Performance optimization of a nanofluid-based photovoltaic thermal system integrated with nano-enhanced phase change material," Applied Energy, Elsevier, vol. 295(C).
    5. Hove, Tawanda, 2000. "A method for predicting long-term average performance of photovoltaic systems," Renewable Energy, Elsevier, vol. 21(2), pages 207-229.
    6. Neeraj Priyadarshi & Vigna K. Ramachandaramurthy & Sanjeevikumar Padmanaban & Farooque Azam, 2019. "An Ant Colony Optimized MPPT for Standalone Hybrid PV-Wind Power System with Single Cuk Converter," Energies, MDPI, vol. 12(1), pages 1-23, January.
    7. Ozgen, Filiz & Esen, Mehmet & Esen, Hikmet, 2009. "Experimental investigation of thermal performance of a double-flow solar air heater having aluminium cans," Renewable Energy, Elsevier, vol. 34(11), pages 2391-2398.
    8. Adnan Alhathal Alanezi & Mohammad Reza Safaei & Marjan Goodarzi & Yasser Elhenawy, 2020. "The Effect of Inclination Angle and Reynolds Number on the Performance of a Direct Contact Membrane Distillation (DCMD) Process," Energies, MDPI, vol. 13(11), pages 1-16, June.
    9. Akyuz, E. & Coskun, C. & Oktay, Z. & Dincer, I., 2012. "A novel approach for estimation of photovoltaic exergy efficiency," Energy, Elsevier, vol. 44(1), pages 1059-1066.
    10. Ramadan J. Mustafa & Mohamed R. Gomaa & Mujahed Al-Dhaifallah & Hegazy Rezk, 2020. "Environmental Impacts on the Performance of Solar Photovoltaic Systems," Sustainability, MDPI, vol. 12(2), pages 1-17, January.
    11. Wang, Gang & Wang, Fasi & Shen, Fan & Jiang, Tieliu & Chen, Zeshao & Hu, Peng, 2020. "Experimental and optical performances of a solar CPV device using a linear Fresnel reflector concentrator," Renewable Energy, Elsevier, vol. 146(C), pages 2351-2361.
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