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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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 |
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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 |
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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. |
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Article |
author |
Ramli, Makbul A. M. Ishaque, Kashif Jawaid, Faizan Al-Turki, Yusuf A. Salam, Zainal |
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Ramli, Makbul A. M. Ishaque, Kashif Jawaid, Faizan Al-Turki, Yusuf A. Salam, Zainal |
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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 |
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Elsevier |
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2015 |
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http://eprints.utm.my/id/eprint/55694/ http://dx.doi.org/10.1016/j.enbuild.2015.06.058 |
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