重庆理工大学学报(自然科学) ›› 2023, Vol. 37 ›› Issue (5): 218-227.

• 电气·电子 • 上一篇    下一篇

改进 GrabCut算法的复合绝缘子憎水性评估

毕茂强,帅垭灵,胡秀雷,杨忠平,杨俊伟,江天炎,陈 曦   

  1. (1.重庆理工大学 电气与电子工程学院,重庆 400054; 2.中国电力工程顾问集团西南电力设计院有限公司,成都 610021)
  • 出版日期:2023-06-21 发布日期:2023-06-21
  • 作者简介:毕茂强,男,博士,副教授,硕士生导师,主要从事高压外绝缘研究,Email:bimaoqiang@cqut.edu.cn;通信作者 胡 秀雷,男,硕士研究生,主要从事高压外绝缘研究,Email:1848228378@qq.com。

Hydrophobicity evaluation of composite insulators based on an improved Grab Cut algorithm

  • Online:2023-06-21 Published:2023-06-21

摘要: 为快速、准确地识别复合绝缘子伞裙的憎水性,提出了一种基于改进 GrabCut算法 的复合绝缘子憎水性评估方法,在 GrabCut的基础上引入自适应对比度增强算法来解决图像光 照不均匀问题和自适应平滑滤波算法解决图像噪声问题。在伞裙表面滴下 20μL的液滴,使用 改进后的 GrabCut算法对电晕老化样品、自然积污硅橡胶样品、不同憎水性硅橡胶样品和实际 运行工况复合绝缘子进行液滴面积识别。结果表明:算法能降低由于复合绝缘子运行时伞裙表 面积污产生的图像噪声,且能较为准确地分割液滴图像与复合绝缘子背景,验证了其有效性和 可靠性;可对人工加速老化和自然老化样品液滴面积变化进行测算,并对照静态接触角法,实现 复合绝缘子憎水性的评估。

关键词: :硅橡胶, GrabCut, 憎水性, 液滴面积, 复合绝缘子

Abstract: In order to quickly and accurately identify the hydrophobicity of composite insulator skirts, this paper proposes a hydrophobicity evaluation method of composite insulators based on an improved Grab Cut algorithm. On the basis of Grab Cut, an adaptive contrast enhancement algorithm is introduced to solve the problem of uneven image illumination and an adaptive smoothing filtering algorithm is used to solve the problem of image noise. A droplet of 20 μL is dropped on the surface of the skirt. The improved Grab Cut algorithm is used to identify the droplet area of corona aging samples, natural contaminated silicone rubber samples, different hydrophobic silicone rubber samples and composite insulators under actual operating conditions. The results show that the algorithm can effectively reduce the image noise caused by the contamination of the surface area of the skirt during the operation of the composite insulators, and can accurately segment the droplet images from the composite insulator background, which verifies the effectiveness and reliability of the algorithm. It can also measure the change of the droplet area of both artificially accelerated aging and natural aging samples, and realize the evaluation of hydrophobicity of composite insulators in accordance with the static contact angle method.

中图分类号: 

  • TM216