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Corona fault detection in switchgear with extreme learning machine

Switchgear is a very important component in a power distribution line. Failure in switchgear can lead to catastrophic danger and losses. In this research, a fault detection system is proposed with the implementation of Extreme Learning Machine (ELM). This algorithm is capable to identify faults in s...

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Main Authors: Ishak S., Koh S.-P., Tan J.-D., Tiong S.-K., Chen C.-P.
Other Authors: 57194057526
Format: Article
Published: Institute of Advanced Engineering and Science 2023
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spelling my.uniten.dspace-255262023-05-29T16:10:29Z Corona fault detection in switchgear with extreme learning machine Ishak S. Koh S.-P. Tan J.-D. Tiong S.-K. Chen C.-P. 57194057526 22951210700 38863172300 15128307800 25824552100 Switchgear is a very important component in a power distribution line. Failure in switchgear can lead to catastrophic danger and losses. In this research, a fault detection system is proposed with the implementation of Extreme Learning Machine (ELM). This algorithm is capable to identify faults in switchgear by analyzing the sound wave generated. Experiments are carried out to investigate the performance of the developed algorithm in identifying Corona faults in switchgears. The performances are analyzed in time and frequency domains, respectively. In time domain analysis, the results show 90.63%, 87.5%, and 87.5% of success rates in differentiating the Corona and non-Corona cases in training, validation and testing phases respectively. In frequency domain analysis, the results show 89.84%, 83.33%, and 87.5% success rates in training, validation and testing phases respectively. It can thus be concluded that the developed algorithm performed well in identifying Corona faults in switchgears. � 2020, Institute of Advanced Engineering and Science. All rights reserved. Final 2023-05-29T08:10:29Z 2023-05-29T08:10:29Z 2020 Article 10.11591/eei.v9i2.2058 2-s2.0-85083066655 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85083066655&doi=10.11591%2feei.v9i2.2058&partnerID=40&md5=f7c963f863a34276061383ce94fbd1f9 https://irepository.uniten.edu.my/handle/123456789/25526 9 2 558 564 All Open Access, Bronze, Green Institute of Advanced Engineering and Science Scopus
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
description Switchgear is a very important component in a power distribution line. Failure in switchgear can lead to catastrophic danger and losses. In this research, a fault detection system is proposed with the implementation of Extreme Learning Machine (ELM). This algorithm is capable to identify faults in switchgear by analyzing the sound wave generated. Experiments are carried out to investigate the performance of the developed algorithm in identifying Corona faults in switchgears. The performances are analyzed in time and frequency domains, respectively. In time domain analysis, the results show 90.63%, 87.5%, and 87.5% of success rates in differentiating the Corona and non-Corona cases in training, validation and testing phases respectively. In frequency domain analysis, the results show 89.84%, 83.33%, and 87.5% success rates in training, validation and testing phases respectively. It can thus be concluded that the developed algorithm performed well in identifying Corona faults in switchgears. � 2020, Institute of Advanced Engineering and Science. All rights reserved.
author2 57194057526
author_facet 57194057526
Ishak S.
Koh S.-P.
Tan J.-D.
Tiong S.-K.
Chen C.-P.
format Article
author Ishak S.
Koh S.-P.
Tan J.-D.
Tiong S.-K.
Chen C.-P.
spellingShingle Ishak S.
Koh S.-P.
Tan J.-D.
Tiong S.-K.
Chen C.-P.
Corona fault detection in switchgear with extreme learning machine
author_sort Ishak S.
title Corona fault detection in switchgear with extreme learning machine
title_short Corona fault detection in switchgear with extreme learning machine
title_full Corona fault detection in switchgear with extreme learning machine
title_fullStr Corona fault detection in switchgear with extreme learning machine
title_full_unstemmed Corona fault detection in switchgear with extreme learning machine
title_sort corona fault detection in switchgear with extreme learning machine
publisher Institute of Advanced Engineering and Science
publishDate 2023
_version_ 1806425594017087488
score 13.222552

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