A modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition

This work proposes a modified differential evolution (MDE) based maximum power point tracker (MPPT) for photovoltaic (PV) system under partial shading condition. The proposed MDE does not involve any random numbers; hence, consistency of MPP tracking always prevails. Besides, it only contains one tu...

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Main Authors: Ramli, Makbul A. M., Ishaque, Kashif, Jawaid, Faizan, Al-Turki, Yusuf A., Salam, Zainal
Format: Article
Published: Elsevier 2015
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Online Access:http://eprints.utm.my/id/eprint/55694/
http://dx.doi.org/10.1016/j.enbuild.2015.06.058
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spelling my.utm.556942017-02-15T01:51:10Z http://eprints.utm.my/id/eprint/55694/ A modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition Ramli, Makbul A. M. Ishaque, Kashif Jawaid, Faizan Al-Turki, Yusuf A. Salam, Zainal TK Electrical engineering. Electronics Nuclear engineering This work proposes a modified differential evolution (MDE) based maximum power point tracker (MPPT) for photovoltaic (PV) system under partial shading condition. The proposed MDE does not involve any random numbers; hence, consistency of MPP tracking always prevails. Besides, it only contains one tuning parameter, i.e., mutation factor, which significantly simplifies the implementation strategy and therefore a low-cost micro-controller can be used for its realization. Despite the simpler MPPT structure, for each tested shaded curve, MDE always converges toward the global MPP within 12 perturbations. Performance wise, it outperforms another evolutionary algorithm, namely particle swarm optimization (PSO), which frequently traps at local MPP in shading conditions. The proposed MDE also works accurately for the measured data profile of a tropical country during 9.00 am to 5.00 pm, where it attains 99.5% average tracking efficiency. Elsevier 2015-07 Article PeerReviewed Ramli, Makbul A. M. and Ishaque, Kashif and Jawaid, Faizan and Al-Turki, Yusuf A. and Salam, Zainal (2015) A modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition. Energy and Buildings, 103 . pp. 175-184. ISSN 0378-7788 http://dx.doi.org/10.1016/j.enbuild.2015.06.058 DOI:10.1016/j.enbuild.2015.06.058
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
Ramli, Makbul A. M.
Ishaque, Kashif
Jawaid, Faizan
Al-Turki, Yusuf A.
Salam, Zainal
A modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition
description This work proposes a modified differential evolution (MDE) based maximum power point tracker (MPPT) for photovoltaic (PV) system under partial shading condition. The proposed MDE does not involve any random numbers; hence, consistency of MPP tracking always prevails. Besides, it only contains one tuning parameter, i.e., mutation factor, which significantly simplifies the implementation strategy and therefore a low-cost micro-controller can be used for its realization. Despite the simpler MPPT structure, for each tested shaded curve, MDE always converges toward the global MPP within 12 perturbations. Performance wise, it outperforms another evolutionary algorithm, namely particle swarm optimization (PSO), which frequently traps at local MPP in shading conditions. The proposed MDE also works accurately for the measured data profile of a tropical country during 9.00 am to 5.00 pm, where it attains 99.5% average tracking efficiency.
format Article
author Ramli, Makbul A. M.
Ishaque, Kashif
Jawaid, Faizan
Al-Turki, Yusuf A.
Salam, Zainal
author_facet Ramli, Makbul A. M.
Ishaque, Kashif
Jawaid, Faizan
Al-Turki, Yusuf A.
Salam, Zainal
author_sort Ramli, Makbul A. M.
title A modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition
title_short A modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition
title_full A modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition
title_fullStr A modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition
title_full_unstemmed A modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition
title_sort modified differential evolution based maximum power point tracker for photovoltaic system under partial shading condition
publisher Elsevier
publishDate 2015
url http://eprints.utm.my/id/eprint/55694/
http://dx.doi.org/10.1016/j.enbuild.2015.06.058
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score 13.209306