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A novel MPPT design based on the seagull optimization algοrithm for phοtovοltaic systems operating under partial shading
The use of a maximum power point (MPP) tracking (MPPT) controller is required for photovoltaic (PV) systems to extract maximum power from PV panels. However, under partial shading conditions, the PV cells/panels do not receive uniform insolation due to several power maxima appear on the PV array...
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/PMC9758198/ https://www.ncbi.nlm.nih.gov/pubmed/36526663 http://dx.doi.org/10.1038/s41598-022-26284-x |
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author | Chalh, Abdelilah chaibi, Redouane Hammoumi, Aboubakr El Motahhir, Saad Ghzizal, Abdelaziz El Al-Dhaifallah, Mujahed |
author_facet | Chalh, Abdelilah chaibi, Redouane Hammoumi, Aboubakr El Motahhir, Saad Ghzizal, Abdelaziz El Al-Dhaifallah, Mujahed |
author_sort | Chalh, Abdelilah |
collection | PubMed |
description | The use of a maximum power point (MPP) tracking (MPPT) controller is required for photovoltaic (PV) systems to extract maximum power from PV panels. However, under partial shading conditions, the PV cells/panels do not receive uniform insolation due to several power maxima appear on the PV array's P–V characteristic, a global MPP (GMPP) and two or more local MPPs (LMPPs). In this scenerio, conventional MPPT methods, including pertub and observe (P&O) and incremental conductance (INC), fail to differentiate between a GMPP and a LMPP, as they converge on the MPP that makes contact first, which in most cases is one of the LMPPs. This results in considerable energy loss. To address this issue, this paper introduces a new MPPT method based on the Seagull Optimization Algorithm (SOA) to operate PV systems at GMPP with high efficiency. The SOA is a new member of the bio-inspired algorithms. When compared to other evolutionary techniques, it uses fewer operators and modification parameters, which is advantageous when considering the rapid design process. In this paper, the SOA-based MPPT scheme is first proposed and then implemented for an 80 W PV system using the MATLAB/SIMULINK environment. The effectiveness of the SOA based MPPT method is verified by comparing its performance with P& O and PSO (particle swarm optimization) based MPPT methods under different shading scenarios. The results demonstrated that the SOA based MPPT method performs better in terms of tracking accuracy and efficiency. |
format | Online Article Text |
id | pubmed-9758198 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97581982022-12-18 A novel MPPT design based on the seagull optimization algοrithm for phοtovοltaic systems operating under partial shading Chalh, Abdelilah chaibi, Redouane Hammoumi, Aboubakr El Motahhir, Saad Ghzizal, Abdelaziz El Al-Dhaifallah, Mujahed Sci Rep Article The use of a maximum power point (MPP) tracking (MPPT) controller is required for photovoltaic (PV) systems to extract maximum power from PV panels. However, under partial shading conditions, the PV cells/panels do not receive uniform insolation due to several power maxima appear on the PV array's P–V characteristic, a global MPP (GMPP) and two or more local MPPs (LMPPs). In this scenerio, conventional MPPT methods, including pertub and observe (P&O) and incremental conductance (INC), fail to differentiate between a GMPP and a LMPP, as they converge on the MPP that makes contact first, which in most cases is one of the LMPPs. This results in considerable energy loss. To address this issue, this paper introduces a new MPPT method based on the Seagull Optimization Algorithm (SOA) to operate PV systems at GMPP with high efficiency. The SOA is a new member of the bio-inspired algorithms. When compared to other evolutionary techniques, it uses fewer operators and modification parameters, which is advantageous when considering the rapid design process. In this paper, the SOA-based MPPT scheme is first proposed and then implemented for an 80 W PV system using the MATLAB/SIMULINK environment. The effectiveness of the SOA based MPPT method is verified by comparing its performance with P& O and PSO (particle swarm optimization) based MPPT methods under different shading scenarios. The results demonstrated that the SOA based MPPT method performs better in terms of tracking accuracy and efficiency. Nature Publishing Group UK 2022-12-16 /pmc/articles/PMC9758198/ /pubmed/36526663 http://dx.doi.org/10.1038/s41598-022-26284-x Text en © The Author(s) 2022, corrected publication 2023 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 Chalh, Abdelilah chaibi, Redouane Hammoumi, Aboubakr El Motahhir, Saad Ghzizal, Abdelaziz El Al-Dhaifallah, Mujahed A novel MPPT design based on the seagull optimization algοrithm for phοtovοltaic systems operating under partial shading |
title | A novel MPPT design based on the seagull optimization algοrithm for phοtovοltaic systems operating under partial shading |
title_full | A novel MPPT design based on the seagull optimization algοrithm for phοtovοltaic systems operating under partial shading |
title_fullStr | A novel MPPT design based on the seagull optimization algοrithm for phοtovοltaic systems operating under partial shading |
title_full_unstemmed | A novel MPPT design based on the seagull optimization algοrithm for phοtovοltaic systems operating under partial shading |
title_short | A novel MPPT design based on the seagull optimization algοrithm for phοtovοltaic systems operating under partial shading |
title_sort | novel mppt design based on the seagull optimization algοrithm for phοtovοltaic systems operating under partial shading |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9758198/ https://www.ncbi.nlm.nih.gov/pubmed/36526663 http://dx.doi.org/10.1038/s41598-022-26284-x |
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