DocumentCode :
3129261
Title :
Robust weld line detection with cross structured light and Hidden Markov Model
Author :
Zhang, Liguo ; Jiao, Jianbin ; Ye, Qixiang ; Han, Zhenjun ; Yang, Wei
Author_Institution :
Grad. Univ. of Chinese Acad. of Sci., Beijing, China
fYear :
2012
fDate :
5-8 Aug. 2012
Firstpage :
1411
Lastpage :
1416
Abstract :
In this paper, we propose a vision-based weld line detection system with cross structured light (CSL) and Hidden Markov Model (HMM). Our consideration is that the laser stripes projected by CSL can reflect the convex shapes of weld lines, capture horizontal and vertical weld lines simultaneously and are insensitive to illumination changes. The Hidden Markov Model filters out various noises on the weldment surface and then detects laser stripes precisely, which guarantees the accuracy of weld line location. Experiments on practical and simulated datasets show that the results of our approach have great improvement to classical Hough transform based method.
Keywords :
hidden Markov models; inspection; object detection; production engineering computing; welding; CSL; HMM; automatic weld inspection systems; classical Hough transform based method; cross structured light; hidden Markov model; laser stripes; robust weld line detection; weldment surface; Hidden Markov models; Image edge detection; Laser modes; Laser noise; Surface emitting lasers; Transforms; Welding; Cross structured light; HMM; Weld line detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mechatronics and Automation (ICMA), 2012 International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4673-1275-2
Type :
conf
DOI :
10.1109/ICMA.2012.6284343
Filename :
6284343
Link To Document :
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