Classification of Lightning and Faults in Transmission Line Systems Using Discrete Wavelet Transform
In Thailand, electrical energy consumption has been rapidly increasing, following economic and population growth. In order to supply constant power to consumers, reliability is an important factor the electric utility needs to consider. Common disturbances that cause severe damage to transmission an...
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Series: | Mathematical Problems in Engineering |
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doaj-72d4f19965334f16a53b68b01b4385c02020-11-25T01:02:13ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472018-01-01201810.1155/2018/18479681847968Classification of Lightning and Faults in Transmission Line Systems Using Discrete Wavelet TransformPathomthat Chiradeja0Atthapol Ngaopitakkul1Faculty of Engineering, Srinakharinwirot University, Bangkok 10110, ThailandFaculty of Engineering, King Mongkut’s Institute of Technology Ladkrabang, Bangkok 10520, ThailandIn Thailand, electrical energy consumption has been rapidly increasing, following economic and population growth. In order to supply constant power to consumers, reliability is an important factor the electric utility needs to consider. Common disturbances that cause severe damage to transmission and distribution systems are lightning and faults. The system operator must deal with these two phenomena with speed and accuracy. Thus, this study aims to investigate the differential behaviour of transmission systems when disturbance such as lightning strikes and faults occurs in a 115-kV transmission line. The methodology consists of using the ATP/EMTP program to model the transmission system by the 115-kV Electricity Generating Authority of Thailand (EGAT) and simulate both lightning and fault signals in the system. The discrete wavelet transforms are then applied to obtain the signals in order to evaluate the characteristics and behaviour of both signals in terms of high-frequency components. The obtained data will then be used to construct the fault and lightning classification algorithm based on DWT and travelling wave theory. The proposed algorithm shows the effectiveness in classifying the fault and lightning based on the transmission system that was modelled after the actual system in Thailand. Thus, it can further improve the protection scheme and devices in terms of accuracy and reduce the response time for an operator to address the disturbance and ensure the reliability of the system in the future.http://dx.doi.org/10.1155/2018/1847968 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Pathomthat Chiradeja Atthapol Ngaopitakkul |
spellingShingle |
Pathomthat Chiradeja Atthapol Ngaopitakkul Classification of Lightning and Faults in Transmission Line Systems Using Discrete Wavelet Transform Mathematical Problems in Engineering |
author_facet |
Pathomthat Chiradeja Atthapol Ngaopitakkul |
author_sort |
Pathomthat Chiradeja |
title |
Classification of Lightning and Faults in Transmission Line Systems Using Discrete Wavelet Transform |
title_short |
Classification of Lightning and Faults in Transmission Line Systems Using Discrete Wavelet Transform |
title_full |
Classification of Lightning and Faults in Transmission Line Systems Using Discrete Wavelet Transform |
title_fullStr |
Classification of Lightning and Faults in Transmission Line Systems Using Discrete Wavelet Transform |
title_full_unstemmed |
Classification of Lightning and Faults in Transmission Line Systems Using Discrete Wavelet Transform |
title_sort |
classification of lightning and faults in transmission line systems using discrete wavelet transform |
publisher |
Hindawi Limited |
series |
Mathematical Problems in Engineering |
issn |
1024-123X 1563-5147 |
publishDate |
2018-01-01 |
description |
In Thailand, electrical energy consumption has been rapidly increasing, following economic and population growth. In order to supply constant power to consumers, reliability is an important factor the electric utility needs to consider. Common disturbances that cause severe damage to transmission and distribution systems are lightning and faults. The system operator must deal with these two phenomena with speed and accuracy. Thus, this study aims to investigate the differential behaviour of transmission systems when disturbance such as lightning strikes and faults occurs in a 115-kV transmission line. The methodology consists of using the ATP/EMTP program to model the transmission system by the 115-kV Electricity Generating Authority of Thailand (EGAT) and simulate both lightning and fault signals in the system. The discrete wavelet transforms are then applied to obtain the signals in order to evaluate the characteristics and behaviour of both signals in terms of high-frequency components. The obtained data will then be used to construct the fault and lightning classification algorithm based on DWT and travelling wave theory. The proposed algorithm shows the effectiveness in classifying the fault and lightning based on the transmission system that was modelled after the actual system in Thailand. Thus, it can further improve the protection scheme and devices in terms of accuracy and reduce the response time for an operator to address the disturbance and ensure the reliability of the system in the future. |
url |
http://dx.doi.org/10.1155/2018/1847968 |
work_keys_str_mv |
AT pathomthatchiradeja classificationoflightningandfaultsintransmissionlinesystemsusingdiscretewavelettransform AT atthapolngaopitakkul classificationoflightningandfaultsintransmissionlinesystemsusingdiscretewavelettransform |
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