An active contour approach to water droplets segmentation from insulators

U. Iruansi, J. Tapamo, I. Davidson
{"title":"An active contour approach to water droplets segmentation from insulators","authors":"U. Iruansi, J. Tapamo, I. Davidson","doi":"10.1109/ICIT.2016.7474842","DOIUrl":null,"url":null,"abstract":"Faulty insulators may compromise the electrical and mechanical integrity as well as safety of a power delivery system leading to leakage currents or causing voltage drop in the power grid. It is therefore important to monitor and inspect the insulator to assess damage that could be caused by aging or any accident on power line system. Computer vision has been identified and is being investigated as a tool to solve this problem safely, accurately and speedily. Hydrophobicity of insulator has been identified as an important means to ascertain the status of insulator. In this paper an active contour approach is used in water droplets segmentation on insulator. Experiment shows an improved performance when morphological operation is applied with the active contour model. Results achieved are evaluated qualitatively and quantitatively using a manually created ground-truth. Results obtained are presented and discussed.","PeriodicalId":116715,"journal":{"name":"2016 IEEE International Conference on Industrial Technology (ICIT)","volume":"177 6","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 IEEE International Conference on Industrial Technology (ICIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIT.2016.7474842","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

Abstract

Faulty insulators may compromise the electrical and mechanical integrity as well as safety of a power delivery system leading to leakage currents or causing voltage drop in the power grid. It is therefore important to monitor and inspect the insulator to assess damage that could be caused by aging or any accident on power line system. Computer vision has been identified and is being investigated as a tool to solve this problem safely, accurately and speedily. Hydrophobicity of insulator has been identified as an important means to ascertain the status of insulator. In this paper an active contour approach is used in water droplets segmentation on insulator. Experiment shows an improved performance when morphological operation is applied with the active contour model. Results achieved are evaluated qualitatively and quantitatively using a manually created ground-truth. Results obtained are presented and discussed.
绝缘子水滴分割的主动轮廓法
故障绝缘体可能会损害电力输送系统的电气和机械完整性以及安全性,导致漏电流或导致电网电压下降。因此,监测和检查绝缘子以评估老化或电力线系统上的任何事故可能造成的损坏是很重要的。计算机视觉作为一种安全、准确、快速地解决这一问题的工具已经被确定并正在研究中。绝缘子的疏水性已被确定为确定绝缘子状态的重要手段。本文采用主动轮廓法对绝缘子表面水滴进行分割。实验表明,将形态学操作应用到活动轮廓模型中,可以提高识别性能。使用人工创建的基础真值对所获得的结果进行定性和定量评估。对所得结果进行了介绍和讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信