Estimating Crack Effects on Electrical Characteristics of PV Modules Based on Monitoring Data and I-V Curves
This study presents an approach to investigate microcrack effects on the output characteristics of photovoltaic (PV) modules based on a theoretical model that is derived from the equivalent single-diode model through monitoring data and current-voltage (I-V) curves. Meanwhile, an innovative paramete...
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my.uniten.dspace-342102024-10-14T11:18:26Z Estimating Crack Effects on Electrical Characteristics of PV Modules Based on Monitoring Data and I-V Curves Feng L. Zhang J. Kiong T.S. Ding K. Amin N. Hamelmann F.U. 57161726400 55994334400 57216824752 36642197700 7102424614 6603541611 Electrical characteristics microcrack effects modeling parameter extraction solar energy Analytical models Electric network parameters Extraction Microcracks Open circuit voltage Parameter estimation Parameter extraction Particle swarm optimization (PSO) Photoelectrochemical cells Photovoltaic effects Polycrystalline materials Silicon solar cells Solar panels Solar power generation Stresses Temperature measurement 'current Electrical characteristic Microcrack effect Modeling Module-based Output characteristics Parameters extraction Photovoltaic modules Single-diode models Theoretical modeling Solar energy This study presents an approach to investigate microcrack effects on the output characteristics of photovoltaic (PV) modules based on a theoretical model that is derived from the equivalent single-diode model through monitoring data and current-voltage (I-V) curves. Meanwhile, an innovative parameter optimization algorithm based on particle swarm optimization is developed to extract the parameters. The parametric effects of microcracks on the electrical performance of PV modules are further explored under different meteorological conditions. It was found that the microcracks are formed early without creating inactive areas in solar cells, and the microcrack effects on the output performance of the PV modules are small. The temperature of the normally operating solar cells in a cracked PV module is lower than that of solar cells in a normal PV module. The number of equivalent mismatched solar cells caused by microcracks in the cracked PV module varies continuously with irradiance and temperature. Except for the apparently unaffected I0, microcracks not only greatly reduce the Iph and Rsh but also have a more serious negative impact on the Rs and n of the PV module at high irradiance. Meanwhile, the n-normal, Rs-normal, and Rsh-normal of the normal solar cells and the Rsh-cracks of the cracked solar cells in the cracked PV module are exponentially related to the irradiance. Finally, the experimental validation is effectively implemented to prove the great effectiveness and suitability of the proposed method. The average voltage error of each reconstructed I-V curve based on the extracted parameters and the average errors in Pm, Vm, Im, and Voc of the cracked PV module for 532 I-V curves are 1.15 V, 0.67%, 0.85%, 0.49%, and 0.089%, respectively. � 2011-2012 IEEE. Final 2024-10-14T03:18:26Z 2024-10-14T03:18:26Z 2023 Article 10.1109/JPHOTOV.2023.3275251 2-s2.0-85161015248 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85161015248&doi=10.1109%2fJPHOTOV.2023.3275251&partnerID=40&md5=46e0815da48a200af8f387e1349a9b43 https://irepository.uniten.edu.my/handle/123456789/34210 13 4 558 570 IEEE Electron Devices Society Scopus |
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Electrical characteristics microcrack effects modeling parameter extraction solar energy Analytical models Electric network parameters Extraction Microcracks Open circuit voltage Parameter estimation Parameter extraction Particle swarm optimization (PSO) Photoelectrochemical cells Photovoltaic effects Polycrystalline materials Silicon solar cells Solar panels Solar power generation Stresses Temperature measurement 'current Electrical characteristic Microcrack effect Modeling Module-based Output characteristics Parameters extraction Photovoltaic modules Single-diode models Theoretical modeling Solar energy |
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Electrical characteristics microcrack effects modeling parameter extraction solar energy Analytical models Electric network parameters Extraction Microcracks Open circuit voltage Parameter estimation Parameter extraction Particle swarm optimization (PSO) Photoelectrochemical cells Photovoltaic effects Polycrystalline materials Silicon solar cells Solar panels Solar power generation Stresses Temperature measurement 'current Electrical characteristic Microcrack effect Modeling Module-based Output characteristics Parameters extraction Photovoltaic modules Single-diode models Theoretical modeling Solar energy Feng L. Zhang J. Kiong T.S. Ding K. Amin N. Hamelmann F.U. Estimating Crack Effects on Electrical Characteristics of PV Modules Based on Monitoring Data and I-V Curves |
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This study presents an approach to investigate microcrack effects on the output characteristics of photovoltaic (PV) modules based on a theoretical model that is derived from the equivalent single-diode model through monitoring data and current-voltage (I-V) curves. Meanwhile, an innovative parameter optimization algorithm based on particle swarm optimization is developed to extract the parameters. The parametric effects of microcracks on the electrical performance of PV modules are further explored under different meteorological conditions. It was found that the microcracks are formed early without creating inactive areas in solar cells, and the microcrack effects on the output performance of the PV modules are small. The temperature of the normally operating solar cells in a cracked PV module is lower than that of solar cells in a normal PV module. The number of equivalent mismatched solar cells caused by microcracks in the cracked PV module varies continuously with irradiance and temperature. Except for the apparently unaffected I0, microcracks not only greatly reduce the Iph and Rsh but also have a more serious negative impact on the Rs and n of the PV module at high irradiance. Meanwhile, the n-normal, Rs-normal, and Rsh-normal of the normal solar cells and the Rsh-cracks of the cracked solar cells in the cracked PV module are exponentially related to the irradiance. Finally, the experimental validation is effectively implemented to prove the great effectiveness and suitability of the proposed method. The average voltage error of each reconstructed I-V curve based on the extracted parameters and the average errors in Pm, Vm, Im, and Voc of the cracked PV module for 532 I-V curves are 1.15 V, 0.67%, 0.85%, 0.49%, and 0.089%, respectively. � 2011-2012 IEEE. |
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57161726400 |
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57161726400 Feng L. Zhang J. Kiong T.S. Ding K. Amin N. Hamelmann F.U. |
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Article |
author |
Feng L. Zhang J. Kiong T.S. Ding K. Amin N. Hamelmann F.U. |
author_sort |
Feng L. |
title |
Estimating Crack Effects on Electrical Characteristics of PV Modules Based on Monitoring Data and I-V Curves |
title_short |
Estimating Crack Effects on Electrical Characteristics of PV Modules Based on Monitoring Data and I-V Curves |
title_full |
Estimating Crack Effects on Electrical Characteristics of PV Modules Based on Monitoring Data and I-V Curves |
title_fullStr |
Estimating Crack Effects on Electrical Characteristics of PV Modules Based on Monitoring Data and I-V Curves |
title_full_unstemmed |
Estimating Crack Effects on Electrical Characteristics of PV Modules Based on Monitoring Data and I-V Curves |
title_sort |
estimating crack effects on electrical characteristics of pv modules based on monitoring data and i-v curves |
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IEEE Electron Devices Society |
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2024 |
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1814060070752747520 |
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13.219503 |