Parameter extraction of solar photovoltaic modules using penalty-based differential evolution

This paper proposes a penalty based differential evolution (P-DE) for extracting the parameters of solar photovoltaic (PV) modules at different environmental conditions. The two diode model of a solar cell is used as the basis for the extraction problem. The analyses carried out using synthetic curr...

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Main Authors: Ishaque, Kashif, Salam, Zainal, Mekhilef, Saad, Shamsudin, Amir
Format: Article
Published: Elsevier Ltd. 2012
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Online Access:http://eprints.utm.my/id/eprint/47349/
http://dx.doi.org/10.1016/j.apenergy.2012.05.017
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spelling my.utm.473492019-03-31T08:38:19Z http://eprints.utm.my/id/eprint/47349/ Parameter extraction of solar photovoltaic modules using penalty-based differential evolution Ishaque, Kashif Salam, Zainal Mekhilef, Saad Shamsudin, Amir QC Physics This paper proposes a penalty based differential evolution (P-DE) for extracting the parameters of solar photovoltaic (PV) modules at different environmental conditions. The two diode model of a solar cell is used as the basis for the extraction problem. The analyses carried out using synthetic current–voltage (I–V) data set showed that the proposed P-DE outperforms other Evolutionary Algorithm methods, namely the simulated annealing (SA), genetic algorithm (GA), and particle swarm optimization (PSO). P-DE consistently converges to the global optimum values very rapidly. The performances are evaluated using the well known quality test and student T-tests. Furthermore, the P-DE extraction method is practically validated by six solar modules of different types (multi-crystalline, mono-crystalline, and thin-film). The results were found to be in close agreement with the experimental I–V data set, especially at very low irradiance values. The latter can be very useful in predicting the performance of the solar system under partial shading conditions. The main application of the proposed work is the possibility of developing a highly accurate simulator for solar PV system designer. Elsevier Ltd. 2012 Article PeerReviewed Ishaque, Kashif and Salam, Zainal and Mekhilef, Saad and Shamsudin, Amir (2012) Parameter extraction of solar photovoltaic modules using penalty-based differential evolution. Applied Energy, 99 . pp. 297-308. ISSN 1872-9118 http://dx.doi.org/10.1016/j.apenergy.2012.05.017 DOI:10.1016/j.apenergy.2012.05.017
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 QC Physics
spellingShingle QC Physics
Ishaque, Kashif
Salam, Zainal
Mekhilef, Saad
Shamsudin, Amir
Parameter extraction of solar photovoltaic modules using penalty-based differential evolution
description This paper proposes a penalty based differential evolution (P-DE) for extracting the parameters of solar photovoltaic (PV) modules at different environmental conditions. The two diode model of a solar cell is used as the basis for the extraction problem. The analyses carried out using synthetic current–voltage (I–V) data set showed that the proposed P-DE outperforms other Evolutionary Algorithm methods, namely the simulated annealing (SA), genetic algorithm (GA), and particle swarm optimization (PSO). P-DE consistently converges to the global optimum values very rapidly. The performances are evaluated using the well known quality test and student T-tests. Furthermore, the P-DE extraction method is practically validated by six solar modules of different types (multi-crystalline, mono-crystalline, and thin-film). The results were found to be in close agreement with the experimental I–V data set, especially at very low irradiance values. The latter can be very useful in predicting the performance of the solar system under partial shading conditions. The main application of the proposed work is the possibility of developing a highly accurate simulator for solar PV system designer.
format Article
author Ishaque, Kashif
Salam, Zainal
Mekhilef, Saad
Shamsudin, Amir
author_facet Ishaque, Kashif
Salam, Zainal
Mekhilef, Saad
Shamsudin, Amir
author_sort Ishaque, Kashif
title Parameter extraction of solar photovoltaic modules using penalty-based differential evolution
title_short Parameter extraction of solar photovoltaic modules using penalty-based differential evolution
title_full Parameter extraction of solar photovoltaic modules using penalty-based differential evolution
title_fullStr Parameter extraction of solar photovoltaic modules using penalty-based differential evolution
title_full_unstemmed Parameter extraction of solar photovoltaic modules using penalty-based differential evolution
title_sort parameter extraction of solar photovoltaic modules using penalty-based differential evolution
publisher Elsevier Ltd.
publishDate 2012
url http://eprints.utm.my/id/eprint/47349/
http://dx.doi.org/10.1016/j.apenergy.2012.05.017
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score 13.211869