Hybrid Harris hawks optimization with sequential quadratic programming for optimal coordination of directional overcurrent relays incorporating distributed generation
This paper presents a new hybrid algorithm of Harris hawks’ optimization with sequential quadratic programming (HHO-SQP) for optimal coordination of directional overcurrent relays to find optimal relays settings. The SQP procedure is employed in the hybrid algorism as a local search mechanism to enh...
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Format: | Article |
Language: | English |
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Elsevier
2021-04-01
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Series: | Alexandria Engineering Journal |
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Online Access: | http://www.sciencedirect.com/science/article/pii/S111001682030675X |
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author | Salah K. ElSayed Ehab E. Elattar |
author_facet | Salah K. ElSayed Ehab E. Elattar |
author_sort | Salah K. ElSayed |
collection | DOAJ |
description | This paper presents a new hybrid algorithm of Harris hawks’ optimization with sequential quadratic programming (HHO-SQP) for optimal coordination of directional overcurrent relays to find optimal relays settings. The SQP procedure is employed in the hybrid algorism as a local search mechanism to enhance the performance of the original HHO method. The optimization problem is described based on a developed objective function as a non-linear and highly constrained optimization problem to minimize the total operating time for primary relays at the same time of maximizing the backup relays operating time. The developed objective function is subject to some constraints related to the coordination process including the absence of any miss coordination between primary and backup relays. The performance of the proposed algorithm based on the new objective function is implemented for two different test systems. The results of the proposed algorithm is compared with those obtained from other recent meta-heuristic techniques. The results show that the new hybrid algorithm outperforms the recently published meta-heuristic algorithms. |
first_indexed | 2024-12-21T16:54:52Z |
format | Article |
id | doaj.art-5b25e72257234cb0b4f5b6faba9b14bf |
institution | Directory Open Access Journal |
issn | 1110-0168 |
language | English |
last_indexed | 2024-12-21T16:54:52Z |
publishDate | 2021-04-01 |
publisher | Elsevier |
record_format | Article |
series | Alexandria Engineering Journal |
spelling | doaj.art-5b25e72257234cb0b4f5b6faba9b14bf2022-12-21T18:56:47ZengElsevierAlexandria Engineering Journal1110-01682021-04-0160224212433Hybrid Harris hawks optimization with sequential quadratic programming for optimal coordination of directional overcurrent relays incorporating distributed generationSalah K. ElSayed0Ehab E. Elattar1Department of Electrical Engineering, College of Engineering, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia; Department of Electrical Engineering, Faculty of Engineering, AL-Azhar University, Cairo, EgyptDepartment of Electrical Engineering, College of Engineering, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia; Department of Electrical Engineering, Faculty of Engineering, Menoufia University, Shebin El-Kom 32511, Egypt; Corresponding author at: Department of Electrical Engineering, College of Engineering, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia.This paper presents a new hybrid algorithm of Harris hawks’ optimization with sequential quadratic programming (HHO-SQP) for optimal coordination of directional overcurrent relays to find optimal relays settings. The SQP procedure is employed in the hybrid algorism as a local search mechanism to enhance the performance of the original HHO method. The optimization problem is described based on a developed objective function as a non-linear and highly constrained optimization problem to minimize the total operating time for primary relays at the same time of maximizing the backup relays operating time. The developed objective function is subject to some constraints related to the coordination process including the absence of any miss coordination between primary and backup relays. The performance of the proposed algorithm based on the new objective function is implemented for two different test systems. The results of the proposed algorithm is compared with those obtained from other recent meta-heuristic techniques. The results show that the new hybrid algorithm outperforms the recently published meta-heuristic algorithms.http://www.sciencedirect.com/science/article/pii/S111001682030675XDirectional overcurrent relaysOptimal coordinationHarris hawks optimizationSequential quadratic programmingHybrid optimization method |
spellingShingle | Salah K. ElSayed Ehab E. Elattar Hybrid Harris hawks optimization with sequential quadratic programming for optimal coordination of directional overcurrent relays incorporating distributed generation Alexandria Engineering Journal Directional overcurrent relays Optimal coordination Harris hawks optimization Sequential quadratic programming Hybrid optimization method |
title | Hybrid Harris hawks optimization with sequential quadratic programming for optimal coordination of directional overcurrent relays incorporating distributed generation |
title_full | Hybrid Harris hawks optimization with sequential quadratic programming for optimal coordination of directional overcurrent relays incorporating distributed generation |
title_fullStr | Hybrid Harris hawks optimization with sequential quadratic programming for optimal coordination of directional overcurrent relays incorporating distributed generation |
title_full_unstemmed | Hybrid Harris hawks optimization with sequential quadratic programming for optimal coordination of directional overcurrent relays incorporating distributed generation |
title_short | Hybrid Harris hawks optimization with sequential quadratic programming for optimal coordination of directional overcurrent relays incorporating distributed generation |
title_sort | hybrid harris hawks optimization with sequential quadratic programming for optimal coordination of directional overcurrent relays incorporating distributed generation |
topic | Directional overcurrent relays Optimal coordination Harris hawks optimization Sequential quadratic programming Hybrid optimization method |
url | http://www.sciencedirect.com/science/article/pii/S111001682030675X |
work_keys_str_mv | AT salahkelsayed hybridharrishawksoptimizationwithsequentialquadraticprogrammingforoptimalcoordinationofdirectionalovercurrentrelaysincorporatingdistributedgeneration AT ehabeelattar hybridharrishawksoptimizationwithsequentialquadraticprogrammingforoptimalcoordinationofdirectionalovercurrentrelaysincorporatingdistributedgeneration |