Visual measurement and tracking in laser hybrid welding

被引:0
|
作者
Henri Fennander
Ville Kyrki
Anna Fellman
Antti Salminen
Heikki Kälviäinen
机构
[1] Lappeenranta University of Technology,Department of Information Technology
[2] Lappeenranta University of Technology,Department of Mechanical Engineering, Laser Processing Laboratory
来源
关键词
Hybrid welding; Support vector machine; Kalman tracking; Principal component analysis; Fuzzy c-means clustering;
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学科分类号
摘要
This paper presents a novel system for the automatic analysis of a hybrid welding process. High-speed imaging and laser illumination are used to measure the regularity of electric arc frequency and flight directions of filler metal droplets. A fuzzy c-means clustering method is used to detect arcs and segment the video sequences. The droplets are localized by combining principal component analysis and a support vector machine classifier. The flight of a droplet is tracked using Kalman filtering. Experiments indicate that the system is able to track the flights of droplets and to determine the regularity of the arc frequency with a high accuracy if the imaging conditions are stable.
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页码:103 / 118
页数:15
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