Feature Extraction of Micro-Crack Texture on Composite Insulator Shed by Edge Detection

材料科学 特征提取 特征(语言学) GSM演进的增强数据速率 复合材料 人工智能 模式识别(心理学) 表面粗糙度 绝缘体(电) 计算机科学 纹理(宇宙学) 表面光洁度
作者
Ju Yifeng,Yang Yi,Junan Chen,Wang Ji,Wu Yufeng,Gao Yisong,Yibo Huang,Hu Shengda
出处
期刊:IEEE International Conference on High Voltage Engineering and Application
标识
DOI:10.1109/ichve49031.2020.9279701
摘要

Composite insulators are widely used in power transmission lines. With the increase of the operating life of the composite insulator, the composite insulator will age, and the micro-crack of the shed is a typical one. This may seriously affect the operation of composite insulators and even transmission lines, so it is necessary to identify micro-cracks on the sheds of composite insulators. For the texture features of the micro-cracks on the shed of the composite insulator, the edge extraction method in image processing was used to extract the micro-cracks of the shed. This paper used different edge extraction operators, including Robert operator, Sobel operator, Canny operator and Laplace of Gaussian (LoG) operator to extract the texture features of the micro-crack on the shed. The texture images of micro-cracks extracted by different methods were compared and images were analyzed according to information entropy and sharpness. This is of great significance for studying the micro-crack of the shed of composite insulators.

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