Study on Hydrophobicity Detection of Composite Insulators of Transmission Lines by Image Analysis
Hydrophobicity of the composite insulators is a parameter which is closely related to the insulation properties. In order to determine whether the insulator in the transmission line needs to be withdrawn, it is necessary to objectively and accurately determine the hydrophobicity grade of the composi...
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doaj-2f55d0ea687e42d9baff0ac74fe6fe6c2021-03-29T23:21:50ZengIEEEIEEE Access2169-35362019-01-017845168452310.1109/ACCESS.2019.29222798735709Study on Hydrophobicity Detection of Composite Insulators of Transmission Lines by Image AnalysisXinbo Huang0https://orcid.org/0000-0003-0827-5888Tingting Nie1Ye Zhang2https://orcid.org/0000-0002-7491-0977Xiaoling Zhang3School of Electronics and Information, Xi’an Polytechnic University, Xi’an, ChinaSchool of Electronics and Information, Xi’an Polytechnic University, Xi’an, ChinaSchool of Electronics and Information, Xi’an Polytechnic University, Xi’an, ChinaSchool of Electronics and Information, Xi’an Polytechnic University, Xi’an, ChinaHydrophobicity of the composite insulators is a parameter which is closely related to the insulation properties. In order to determine whether the insulator in the transmission line needs to be withdrawn, it is necessary to objectively and accurately determine the hydrophobicity grade of the composite insulator. The study on hydrophobicity detection of composite insulators of transmission lines by image analysis is proposed in this paper, by which the hydrophobicity of composite insulators can be measured timely. The grayscale, median filtering, and histogram equalization of the hydrophobic images are fulfilled sequentially, and the water drops (or water marks) region is segmented by binary large object analysis and four parameters related to water repellency are extracted. In addition, the improved support vector machine algorithm is adopted to calculate the hydrophobicity of composite insulators. The results show that seven typical hydrophobic levels of insulators can be recognized by the proposed hydrophobicity detection method whose accuracy is more than 91%.https://ieeexplore.ieee.org/document/8735709/Composite insulatorshydrophobicityimage analysisbinary large object segmentationsupport vector machine |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xinbo Huang Tingting Nie Ye Zhang Xiaoling Zhang |
spellingShingle |
Xinbo Huang Tingting Nie Ye Zhang Xiaoling Zhang Study on Hydrophobicity Detection of Composite Insulators of Transmission Lines by Image Analysis IEEE Access Composite insulators hydrophobicity image analysis binary large object segmentation support vector machine |
author_facet |
Xinbo Huang Tingting Nie Ye Zhang Xiaoling Zhang |
author_sort |
Xinbo Huang |
title |
Study on Hydrophobicity Detection of Composite Insulators of Transmission Lines by Image Analysis |
title_short |
Study on Hydrophobicity Detection of Composite Insulators of Transmission Lines by Image Analysis |
title_full |
Study on Hydrophobicity Detection of Composite Insulators of Transmission Lines by Image Analysis |
title_fullStr |
Study on Hydrophobicity Detection of Composite Insulators of Transmission Lines by Image Analysis |
title_full_unstemmed |
Study on Hydrophobicity Detection of Composite Insulators of Transmission Lines by Image Analysis |
title_sort |
study on hydrophobicity detection of composite insulators of transmission lines by image analysis |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2019-01-01 |
description |
Hydrophobicity of the composite insulators is a parameter which is closely related to the insulation properties. In order to determine whether the insulator in the transmission line needs to be withdrawn, it is necessary to objectively and accurately determine the hydrophobicity grade of the composite insulator. The study on hydrophobicity detection of composite insulators of transmission lines by image analysis is proposed in this paper, by which the hydrophobicity of composite insulators can be measured timely. The grayscale, median filtering, and histogram equalization of the hydrophobic images are fulfilled sequentially, and the water drops (or water marks) region is segmented by binary large object analysis and four parameters related to water repellency are extracted. In addition, the improved support vector machine algorithm is adopted to calculate the hydrophobicity of composite insulators. The results show that seven typical hydrophobic levels of insulators can be recognized by the proposed hydrophobicity detection method whose accuracy is more than 91%. |
topic |
Composite insulators hydrophobicity image analysis binary large object segmentation support vector machine |
url |
https://ieeexplore.ieee.org/document/8735709/ |
work_keys_str_mv |
AT xinbohuang studyonhydrophobicitydetectionofcompositeinsulatorsoftransmissionlinesbyimageanalysis AT tingtingnie studyonhydrophobicitydetectionofcompositeinsulatorsoftransmissionlinesbyimageanalysis AT yezhang studyonhydrophobicitydetectionofcompositeinsulatorsoftransmissionlinesbyimageanalysis AT xiaolingzhang studyonhydrophobicitydetectionofcompositeinsulatorsoftransmissionlinesbyimageanalysis |
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1724189628486909952 |