An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE)

To accurately model the PV module, it is crucial to include the effects of irradiance and temperature when computing the value of the model parameters. Considering the importance of this issue, this paper proposes an improved modeling approach using differential evolution (DE) method. Unlike other P...

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Main Authors: Ishaque, Kashif, Salam, Zainal
Format: Article
Published: Elsevier Ltd. 2011
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Online Access:http://eprints.utm.my/id/eprint/28678/
http://dx.doi.org/10.1016/j.solener.2011.06.025
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spelling my.utm.286782019-01-28T03:38:11Z http://eprints.utm.my/id/eprint/28678/ An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE) Ishaque, Kashif Salam, Zainal TK Electrical engineering. Electronics Nuclear engineering To accurately model the PV module, it is crucial to include the effects of irradiance and temperature when computing the value of the model parameters. Considering the importance of this issue, this paper proposes an improved modeling approach using differential evolution (DE) method. Unlike other PV modeling techniques, this approach enables the computation of model parameters at any irradiance and temperature point using only the information provided by the manufacturer’s data sheet. The key to this improvement is the ability of DE to simultaneously compute all the model parameters at different irradiance and temperature. To validate the accuracy of the proposed model, three PV modules of different types (multi-crystalline, mono-crystalline and thin-film) are tested. The performance of the model is evaluated against the popular single diode model with series resistance Rs. It is found that the proposed model gives superior results for any irradiance and temperature variations. The modeling method is useful for PV simulator developers who require comprehensive and accurate model for the PV module. Elsevier Ltd. 2011-09 Article PeerReviewed Ishaque, Kashif and Salam, Zainal (2011) An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE). Solar Energy, 85 (9). pp. 2349-2359. ISSN 0038-092X http://dx.doi.org/10.1016/j.solener.2011.06.025 DOI:10.1016/j.solener.2011.06.025
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Ishaque, Kashif
Salam, Zainal
An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE)
description To accurately model the PV module, it is crucial to include the effects of irradiance and temperature when computing the value of the model parameters. Considering the importance of this issue, this paper proposes an improved modeling approach using differential evolution (DE) method. Unlike other PV modeling techniques, this approach enables the computation of model parameters at any irradiance and temperature point using only the information provided by the manufacturer’s data sheet. The key to this improvement is the ability of DE to simultaneously compute all the model parameters at different irradiance and temperature. To validate the accuracy of the proposed model, three PV modules of different types (multi-crystalline, mono-crystalline and thin-film) are tested. The performance of the model is evaluated against the popular single diode model with series resistance Rs. It is found that the proposed model gives superior results for any irradiance and temperature variations. The modeling method is useful for PV simulator developers who require comprehensive and accurate model for the PV module.
format Article
author Ishaque, Kashif
Salam, Zainal
author_facet Ishaque, Kashif
Salam, Zainal
author_sort Ishaque, Kashif
title An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE)
title_short An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE)
title_full An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE)
title_fullStr An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE)
title_full_unstemmed An improved modeling method to determine the model parameters of photovoltaic (PV) modules using differential evolution (DE)
title_sort improved modeling method to determine the model parameters of photovoltaic (pv) modules using differential evolution (de)
publisher Elsevier Ltd.
publishDate 2011
url http://eprints.utm.my/id/eprint/28678/
http://dx.doi.org/10.1016/j.solener.2011.06.025
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score 13.209306