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 In order to determine whether the insulator in the transmission line needs to be withdrawn, it is necessary to objectively and accurately determine the hydrophobicity grade of the composi...

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Main Authors: Xinbo Huang, Tingting Nie, Ye Zhang, Xiaoling Zhang
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8735709/
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spelling 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 In order to determine whether the insulator in the transmission line needs to be withdrawn, it is necessary to objectively and accurately determine the hydrophobicity grade of the composite insulator.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/
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AT tingtingnie studyonhydrophobicitydetectionofcompositeinsulatorsoftransmissionlinesbyimageanalysis
AT yezhang studyonhydrophobicitydetectionofcompositeinsulatorsoftransmissionlinesbyimageanalysis
AT xiaolingzhang studyonhydrophobicitydetectionofcompositeinsulatorsoftransmissionlinesbyimageanalysis
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