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A novel hybrid GWO–PSO-based maximum power point tracking for photovoltaic systems operating under partial shading conditions
One of the major challenges in photovoltaic (PV) systems is extracting the maximum power from the PV array, especially when they operate under partial shading conditions (PSCs). To address this challenge, this paper introduces a novel hybrid maximum power point tracking (MPPT) method based on grey w...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9226354/ https://www.ncbi.nlm.nih.gov/pubmed/35739302 http://dx.doi.org/10.1038/s41598-022-14733-6 |
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author | Chtita, Smail Motahhir, Saad El Hammoumi, Aboubakr Chouder, Aissa Benyoucef, Abou Soufiane El Ghzizal, Abdelaziz Derouich, Aziz Abouhawwash, Mohamed Askar, S. S. |
author_facet | Chtita, Smail Motahhir, Saad El Hammoumi, Aboubakr Chouder, Aissa Benyoucef, Abou Soufiane El Ghzizal, Abdelaziz Derouich, Aziz Abouhawwash, Mohamed Askar, S. S. |
author_sort | Chtita, Smail |
collection | PubMed |
description | One of the major challenges in photovoltaic (PV) systems is extracting the maximum power from the PV array, especially when they operate under partial shading conditions (PSCs). To address this challenge, this paper introduces a novel hybrid maximum power point tracking (MPPT) method based on grey wolf optimization and particle swarm optimization (GWO–PSO) techniques. The developed MPPT technique not only avoids the common disadvantages of conventional MPPT techniques (such as perturb and observe (P&O) and incremental conductance) but also provides a simple and robust MPPT scheme to effectively handle partial shading in PV systems, since it requires only two control parameters, and its convergence to the global maximum power point (GMPP) is independent of the search process's initial conditions. The feasibility and effectiveness of the hybrid GWO–PSO-based MPPT method are verified via a co-simulation technique that combines MATLAB/SIMULINK and PSIM software environments, while comparing its performance against GWO, PSO and P&O based MPPT methods. The simulation results carried out under dynamic environmental conditions have shown the satisfactory effectiveness of the hybrid MPPT method in terms of tracking accuracy, convergence speed to GMPP and efficiency, compared to other methods. |
format | Online Article Text |
id | pubmed-9226354 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-92263542022-06-25 A novel hybrid GWO–PSO-based maximum power point tracking for photovoltaic systems operating under partial shading conditions Chtita, Smail Motahhir, Saad El Hammoumi, Aboubakr Chouder, Aissa Benyoucef, Abou Soufiane El Ghzizal, Abdelaziz Derouich, Aziz Abouhawwash, Mohamed Askar, S. S. Sci Rep Article One of the major challenges in photovoltaic (PV) systems is extracting the maximum power from the PV array, especially when they operate under partial shading conditions (PSCs). To address this challenge, this paper introduces a novel hybrid maximum power point tracking (MPPT) method based on grey wolf optimization and particle swarm optimization (GWO–PSO) techniques. The developed MPPT technique not only avoids the common disadvantages of conventional MPPT techniques (such as perturb and observe (P&O) and incremental conductance) but also provides a simple and robust MPPT scheme to effectively handle partial shading in PV systems, since it requires only two control parameters, and its convergence to the global maximum power point (GMPP) is independent of the search process's initial conditions. The feasibility and effectiveness of the hybrid GWO–PSO-based MPPT method are verified via a co-simulation technique that combines MATLAB/SIMULINK and PSIM software environments, while comparing its performance against GWO, PSO and P&O based MPPT methods. The simulation results carried out under dynamic environmental conditions have shown the satisfactory effectiveness of the hybrid MPPT method in terms of tracking accuracy, convergence speed to GMPP and efficiency, compared to other methods. Nature Publishing Group UK 2022-06-23 /pmc/articles/PMC9226354/ /pubmed/35739302 http://dx.doi.org/10.1038/s41598-022-14733-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Chtita, Smail Motahhir, Saad El Hammoumi, Aboubakr Chouder, Aissa Benyoucef, Abou Soufiane El Ghzizal, Abdelaziz Derouich, Aziz Abouhawwash, Mohamed Askar, S. S. A novel hybrid GWO–PSO-based maximum power point tracking for photovoltaic systems operating under partial shading conditions |
title | A novel hybrid GWO–PSO-based maximum power point tracking for photovoltaic systems operating under partial shading conditions |
title_full | A novel hybrid GWO–PSO-based maximum power point tracking for photovoltaic systems operating under partial shading conditions |
title_fullStr | A novel hybrid GWO–PSO-based maximum power point tracking for photovoltaic systems operating under partial shading conditions |
title_full_unstemmed | A novel hybrid GWO–PSO-based maximum power point tracking for photovoltaic systems operating under partial shading conditions |
title_short | A novel hybrid GWO–PSO-based maximum power point tracking for photovoltaic systems operating under partial shading conditions |
title_sort | novel hybrid gwo–pso-based maximum power point tracking for photovoltaic systems operating under partial shading conditions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9226354/ https://www.ncbi.nlm.nih.gov/pubmed/35739302 http://dx.doi.org/10.1038/s41598-022-14733-6 |
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