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基于改进Canny算子的管道GMAW熔池边缘检测

康峰 薛瑞雷 刘泽庆 刘宏胜

现代制造工程Issue(5):121-126,6.
现代制造工程Issue(5):121-126,6.DOI:10.16731/j.cnki.1671-3133.2024.05.016

基于改进Canny算子的管道GMAW熔池边缘检测

Edge detection of pipeline GMAW molten pool based on improved Canny operator

康峰 1薛瑞雷 1刘泽庆 1刘宏胜1

作者信息

  • 1. 新疆大学智能制造现代产业学院,乌鲁木齐 830017
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摘要

Abstract

Aimed at the impact of various factors such as arc light,welding wire,and arc occlusion during pipeline welding,which made it difficult to accurately extract the edge of the molten pool contour,an improved traditional Canny operator-based molten pool edge detection algorithm was proposed.Firstly,guided filtering was used to replace Gaussian filtering for edge preservation and denoising of the molten pool image.Secondly,gradient templates in the 45° and 135° diagonal directions were added to the horizontal and vertical directions for detection,and gradient components were calculated.Finally,local adaptive thresholds were used to replace the global fixed method of dual thresholds in non-maximum suppression techniques to complete the edge detection of the molten pool.At the same time,morphological processing techniques were combined to improve the noise resistance and a-daptability of edge extraction.The experimental results show that through different swing width tests,the extracted molten pool width through the improved algorithm is being verified with the weld seam width after welding.The accuracy of the extracted mol-ten pool width is greater than 95.56%,and the error does not exceed 0.3 mm,which meets the accuracy requirements of GMAW molten pool width measurement.

关键词

管道焊接/Canny算子/边缘提取/形态学处理

Key words

pipeline welding/Canny operator/edge extraction/morphological processing

分类

矿业与冶金

引用本文复制引用

康峰,薛瑞雷,刘泽庆,刘宏胜..基于改进Canny算子的管道GMAW熔池边缘检测[J].现代制造工程,2024,(5):121-126,6.

基金项目

新疆维吾尔自治区自然科学基金项目(2022D01C391) (2022D01C391)

机械制造系统工程国家重点实验室开放课题基金项目(sklms2022023) (sklms2022023)

现代制造工程

OA北大核心CSTPCD

1671-3133

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