Designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm

Conventional power generation is one of the main contributors to the phenomenon of the greenhouse effect. This has led to a diversification of electricity sources including environmentally friendly energy sources such as solar energy. Off-grid PV systems have gained some traction due to their cost-e...

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Main Authors: Rockson, Seth Bedu, Md. Rasid, Madihah, Anuar, Mohd. Shafiq, Hussin, Siti Maherah, Rosmin, Norzanah, Mohamad Nordin, Norjulia, Gyan, Michael
Format: Article
Language:English
Published: Penerbit UTM Press 2023
Subjects:
Online Access:http://eprints.utm.my/105180/1/MadihahMdRasid2023_DesigningTechnoEconomicOffGrid.pdf
http://eprints.utm.my/105180/
http://dx.doi.org/10.11113/jurnalteknologi.v85.18334
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spelling my.utm.1051802024-04-07T04:13:29Z http://eprints.utm.my/105180/ Designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm Rockson, Seth Bedu Md. Rasid, Madihah Anuar, Mohd. Shafiq Hussin, Siti Maherah Rosmin, Norzanah Mohamad Nordin, Norjulia Gyan, Michael TK Electrical engineering. Electronics Nuclear engineering Conventional power generation is one of the main contributors to the phenomenon of the greenhouse effect. This has led to a diversification of electricity sources including environmentally friendly energy sources such as solar energy. Off-grid PV systems have gained some traction due to their cost-effectiveness for rural communities. However, the intermittent nature of solar is the main challenge to developing the off-grid PV system. Moreover, the high capital cost of PV systems as well as the storage batteries becomes the main concern for all PV users. Thus, this study aims to optimize the size of the PV system and battery simultaneously and design a cost-effective off-grid photovoltaic system considering various aspects such as battery power, solar irradiance, and PV panel selection while ensuring system reliability. The proposed system was optimized using improved Differential Evolution (DE) and its effectiveness was tested by comparing the results with Particle Swarm Optimization (PSO) and Genetic Algorithm (GA). The Improved DE algorithm provides the highest average cost savings compared to other algorithms, which is $500 per year. It is recommended that this method is very useful in the optimization of off-grid PV systems, considering other uncertainties that affect PV system performance. Penerbit UTM Press 2023-07 Article PeerReviewed application/pdf en http://eprints.utm.my/105180/1/MadihahMdRasid2023_DesigningTechnoEconomicOffGrid.pdf Rockson, Seth Bedu and Md. Rasid, Madihah and Anuar, Mohd. Shafiq and Hussin, Siti Maherah and Rosmin, Norzanah and Mohamad Nordin, Norjulia and Gyan, Michael (2023) Designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm. Jurnal Teknologi, 85 (4). pp. 153-165. ISSN 0127-9696 http://dx.doi.org/10.11113/jurnalteknologi.v85.18334 DOI:10.11113/jurnalteknologi.v85.18334
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/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Rockson, Seth Bedu
Md. Rasid, Madihah
Anuar, Mohd. Shafiq
Hussin, Siti Maherah
Rosmin, Norzanah
Mohamad Nordin, Norjulia
Gyan, Michael
Designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm
description Conventional power generation is one of the main contributors to the phenomenon of the greenhouse effect. This has led to a diversification of electricity sources including environmentally friendly energy sources such as solar energy. Off-grid PV systems have gained some traction due to their cost-effectiveness for rural communities. However, the intermittent nature of solar is the main challenge to developing the off-grid PV system. Moreover, the high capital cost of PV systems as well as the storage batteries becomes the main concern for all PV users. Thus, this study aims to optimize the size of the PV system and battery simultaneously and design a cost-effective off-grid photovoltaic system considering various aspects such as battery power, solar irradiance, and PV panel selection while ensuring system reliability. The proposed system was optimized using improved Differential Evolution (DE) and its effectiveness was tested by comparing the results with Particle Swarm Optimization (PSO) and Genetic Algorithm (GA). The Improved DE algorithm provides the highest average cost savings compared to other algorithms, which is $500 per year. It is recommended that this method is very useful in the optimization of off-grid PV systems, considering other uncertainties that affect PV system performance.
format Article
author Rockson, Seth Bedu
Md. Rasid, Madihah
Anuar, Mohd. Shafiq
Hussin, Siti Maherah
Rosmin, Norzanah
Mohamad Nordin, Norjulia
Gyan, Michael
author_facet Rockson, Seth Bedu
Md. Rasid, Madihah
Anuar, Mohd. Shafiq
Hussin, Siti Maherah
Rosmin, Norzanah
Mohamad Nordin, Norjulia
Gyan, Michael
author_sort Rockson, Seth Bedu
title Designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm
title_short Designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm
title_full Designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm
title_fullStr Designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm
title_full_unstemmed Designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm
title_sort designing techno-economic off-grid photovoltaic system using an improved differential evolution algorithm
publisher Penerbit UTM Press
publishDate 2023
url http://eprints.utm.my/105180/1/MadihahMdRasid2023_DesigningTechnoEconomicOffGrid.pdf
http://eprints.utm.my/105180/
http://dx.doi.org/10.11113/jurnalteknologi.v85.18334
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score 13.187197