个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:软件学院、国际信息与软件学院
学科:软件工程. 计算机应用技术
办公地点:大连市经济技术开发区图强街321号大连理工大学开发区校区信息楼
联系方式:laohubinbin@163.com
电子邮箱:liubin@dlut.edu.cn
An automatic system for bearing surface tiny defect detection based on multi-angle illuminations
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论文类型:期刊论文
发表时间:2020-04-01
发表刊物:OPTIK
收录刊物:SCIE
卷号:208
ISSN号:0030-4026
关键字:Miniature bearings; Tiny defect detection; Multi-angle illuminations
摘要:Bearings are very common mechanical components that are widely used in all kinds of machines. Currently, bearing surface defect detection is mainly completed by naked-eye observation. This manual detection mode has low reliability and is time consuming (especially for miniature bearings). In this paper, we present an automatic synthetic tiny defect (small defects that are difficult to find at vertical angles) detection system for bearing surfaces with self-developed software and hardware. Under two illumination modes in this system, thresholding segmentation, contour extraction, contour filtering, center location, region zoning and text recognition are successively implemented. Finally, four common defects (gap, stain, shrunken lid and scratch defects) are automatically detected. The experimental results show that this system has a high detection success rate and short time consumption. This method can provide technical support for real engineering applications involving bearing manufacturing and screening.