Defect inspection system for steel wire rods produced by hot rolling process

被引:46
作者
Yun, Jong Pil [1 ]
Choi, Doo-chul [2 ]
Jeon, Yong-ju [2 ]
Park, Changhyun [1 ]
Kim, Sang Woo [2 ]
机构
[1] POSCO Pohang Iron & Steel Co, Engn Res Ctr, Syst Res Grp, Pohang, South Korea
[2] POSTECH, Div Elect & Comp Engn, Pohang, South Korea
关键词
Steel surface inspection; Automated inspection; Vision-based system; Defect detection; GABOR FILTER;
D O I
10.1007/s00170-013-5397-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A vision-based inspection system has been investigated in order to improve the quality of products and processes found in various industries. In this paper, we propose a new defect detection algorithm for steel wire rods produced by the hot rolling process. Because the steel wire rods are long cylinder rods with a circular cross section, the brightness at the sides and center is inconsistent. Moreover, the various types of steel wire rods and the presence of scales affect the reflection properties of the rod surface. In order to resolve the abovementioned difficulties, the use of dynamic programming and a discrete wavelet transform are proposed. An adaptive local binarization method is used to further reduce the effects of scale. The effectiveness of the proposed method is shown by means of experiments conducted on images of steel wire rods that were obtained from an actual steel production line.
引用
收藏
页码:1625 / 1634
页数:10
相关论文
共 30 条
[1]  
[Anonymous], 2008, MATL WAV TOOLB VERS
[2]  
[Anonymous], 2006, Digital Image Processing
[3]   Automatic TFT-LCD mura defect inspection using discrete cosine transform-based background filtering and 'just noticeable difference' quantification strategies [J].
Chen, Liang-Chia ;
Kuo, Chia-Cheng .
MEASUREMENT SCIENCE AND TECHNOLOGY, 2008, 19 (01)
[4]   Directional textures auto-inspection using principal component analysis [J].
Chen, Ssu-Han ;
Perng, Der-Baau .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2011, 55 (9-12) :1099-1110
[5]   Development of real-time vision-based fabric inspection system [J].
Cho, CS ;
Chung, BM ;
Park, MJ .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2005, 52 (04) :1073-1079
[6]   Pinhole detection in steel slab images using Gabor filter and morphological features [J].
Choi, Doo-chul ;
Jeon, Yong-ju ;
Yun, Jong Pil ;
Kim, Sang Woo .
APPLIED OPTICS, 2011, 50 (26) :5122-5129
[7]   Vision-based surface defect inspection of metal balls [J].
Do, Yongtae ;
Lee, Sangok ;
Kim, Yoonsu .
MEASUREMENT SCIENCE AND TECHNOLOGY, 2011, 22 (10)
[8]   A vision-based algorithm for seam detection in a PAW process for large-diameter stainless steel pipes [J].
Ge, J ;
Zhu, Z ;
He, D ;
Chen, L .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2005, 26 (9-10) :1006-1011
[9]   Edge detection in petrographic images using the rotating polarizer stage [J].
Goodchild, JS ;
Fueten, F .
COMPUTERS & GEOSCIENCES, 1998, 24 (08) :745-751
[10]   Automatic inspection of pavement cracking distress [J].
Huang, Yaxiong ;
Xu, Bugao .
JOURNAL OF ELECTRONIC IMAGING, 2006, 15 (01)