Optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources

In this paper, a new optimal load shedding method using a grasshopper optimization algorithm (GOA) is proposed for maintaining the stability of the islanded power system that comprises distributed energy resources (DER). The GOA is used in conjunction with the method of voltage stability margin (VSM...

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Main Authors: Ahmadipour, Masoud, Othman, Muhammad Murtadha, Salam, Zainal, Alrifaey, Moath, Mohammed Ridha, Hussein, Veerasamy, Veerapandiyan
Format: Article
Language:English
Published: Ain Shams University 2023
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Online Access:http://eprints.utm.my/104965/1/ZainalSalam2023_OptimalLoadSheddingSchemeusingGrasshopper.pdf
http://eprints.utm.my/104965/
http://dx.doi.org/10.1016/j.asej.2022.101835
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spelling my.utm.1049652024-04-01T06:31:50Z http://eprints.utm.my/104965/ Optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources Ahmadipour, Masoud Othman, Muhammad Murtadha Salam, Zainal Alrifaey, Moath Mohammed Ridha, Hussein Veerasamy, Veerapandiyan TK Electrical engineering. Electronics Nuclear engineering In this paper, a new optimal load shedding method using a grasshopper optimization algorithm (GOA) is proposed for maintaining the stability of the islanded power system that comprises distributed energy resources (DER). The GOA is used in conjunction with the method of voltage stability margin (VSM) to handle the multi-objective shedding constraints, namely the generation restrictions, allowable load curtailment, and load priority. To assess the effectiveness of the offered method, a comprehensive evaluation study is applied to a system of IEEE 33-bus and four DG units in view of different scenarios. Furthermore, the effectiveness of performance of the GOA-based load shedding is compared in terms of fitness value, voltage stability margin, and percentage of load that should be curtailed with three well-known optimization approaches (i.e., the particle swarm optimization (PSO), grey wolf optimization (GW), and genetic algorithm (GA)) under different islanded scenarios. The obtained results show that the performance of the proposed method is better than other methods with the less value of load curtailed for totally islanded states (i.e., 45.67% for island A, 16.63% for island B, 38.05% for island C, and 27.98% for island D in this study). In addition, the results of the simulation display the efficacy of the proposed scheme to ensure voltage stability with the optimal load quantity to be shed for dissimilar islanding scenarios. Ain Shams University 2023 Article PeerReviewed application/pdf en http://eprints.utm.my/104965/1/ZainalSalam2023_OptimalLoadSheddingSchemeusingGrasshopper.pdf Ahmadipour, Masoud and Othman, Muhammad Murtadha and Salam, Zainal and Alrifaey, Moath and Mohammed Ridha, Hussein and Veerasamy, Veerapandiyan (2023) Optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources. Ain Shams Engineering Journal, 14 (1). pp. 1-18. ISSN 2090-4479 http://dx.doi.org/10.1016/j.asej.2022.101835 DOI : 10.1016/j.asej.2022.101835
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
Ahmadipour, Masoud
Othman, Muhammad Murtadha
Salam, Zainal
Alrifaey, Moath
Mohammed Ridha, Hussein
Veerasamy, Veerapandiyan
Optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources
description In this paper, a new optimal load shedding method using a grasshopper optimization algorithm (GOA) is proposed for maintaining the stability of the islanded power system that comprises distributed energy resources (DER). The GOA is used in conjunction with the method of voltage stability margin (VSM) to handle the multi-objective shedding constraints, namely the generation restrictions, allowable load curtailment, and load priority. To assess the effectiveness of the offered method, a comprehensive evaluation study is applied to a system of IEEE 33-bus and four DG units in view of different scenarios. Furthermore, the effectiveness of performance of the GOA-based load shedding is compared in terms of fitness value, voltage stability margin, and percentage of load that should be curtailed with three well-known optimization approaches (i.e., the particle swarm optimization (PSO), grey wolf optimization (GW), and genetic algorithm (GA)) under different islanded scenarios. The obtained results show that the performance of the proposed method is better than other methods with the less value of load curtailed for totally islanded states (i.e., 45.67% for island A, 16.63% for island B, 38.05% for island C, and 27.98% for island D in this study). In addition, the results of the simulation display the efficacy of the proposed scheme to ensure voltage stability with the optimal load quantity to be shed for dissimilar islanding scenarios.
format Article
author Ahmadipour, Masoud
Othman, Muhammad Murtadha
Salam, Zainal
Alrifaey, Moath
Mohammed Ridha, Hussein
Veerasamy, Veerapandiyan
author_facet Ahmadipour, Masoud
Othman, Muhammad Murtadha
Salam, Zainal
Alrifaey, Moath
Mohammed Ridha, Hussein
Veerasamy, Veerapandiyan
author_sort Ahmadipour, Masoud
title Optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources
title_short Optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources
title_full Optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources
title_fullStr Optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources
title_full_unstemmed Optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources
title_sort optimal load shedding scheme using grasshopper optimization algorithm for islanded power system with distributed energy resources
publisher Ain Shams University
publishDate 2023
url http://eprints.utm.my/104965/1/ZainalSalam2023_OptimalLoadSheddingSchemeusingGrasshopper.pdf
http://eprints.utm.my/104965/
http://dx.doi.org/10.1016/j.asej.2022.101835
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score 13.214268