Abstract:The hardware design and mechanical structure of the dual-station carrier tape detection system based on machine vision are described. An image processing algorithm suitable for carrier tape detection is proposed, which mainly includes the defect detection algorithm and the size calculation algorithm. The algorithm uses the standard qualified carrier sample image as the training set, and acquires the characteristics of the detection area image from these standard qualified carrier sample images. The quantity information is used as a comparison standard for online detection. After the actual line test verification, the detection rate of the carrier defect is not less than 99.6%, the critical defect detection rate is 0%. The detection time of one frame of image is 10 ms, and the detection speed reaches 12 m/min.
石韵昭,倪军,李宁钏,范晟华. 基于机器视觉的双工位载带检测系统研究[J]. 计量学报, 2019, 40(2): 196-200.
SHI Yun-zhao,NI Jun,LI Ning-chuan,FAN Sheng-hua. Research on Duplex Carrier Detection System Based on Machine Vision. Acta Metrologica Sinica, 2019, 40(2): 196-200.
[1]唐明津,张君. 视觉系统在检测对称器件倒反入载带中的应用[J]. 电子与封装,2016,16(12):20-22.
Tang M J, Zhang J. Application of Vision System in Detecting Symmetrical Device Reverse Loading Tape[J]. Electronics and Packaging, 2016, 16(12):20-22.
[2]毛伟民,芦俊,朱卫良,等. 基于边缘检测的载带压痕检测[J]. 计算机测量与控制,2010,18(7):1483-1484.
Mao W M, Lu J, Zhu W L, et al. Carrier tape indentation detection based on edge detection[J]. Computer Measurement & Control, 2010, 18(7):1483-1484.
[3]胡博文. IC载带尺寸的在线测量[D]. 上海:上海交通大学,2008.
[4]Canny J. A computational approach to edge detection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence,1986, 8(6): 679-698.
[5]Qian R J,Huang T S. Optimal edge detection in two-dimensional images[J]. IEEE Transactions on Image Processing,1996,5(7): 1215-1220.
[6]Kamel M,Zhao A. Extraction of binary character / graphics images from grayscale document images[J]. CVGIP: Graphical Models and Image Processing,1993,55(3): 203-217.
[7]Shakarji C M. Least-squares fitting algorithms of the NIST algorithm testing system[J]. Journal of Research of the National Institute of Standards and Technology,1998,103(6): 633.
[8]Gander W,Golub G H,Strebel R. Least-squares fitting of circles and ellipses[J]. BIT Numerical Mathematics,1994,34(4): 558-578.
[9]Suzuki S. Topological structural analysis of digitized binary images by border following[J]. Computer Vision Graphics and Image Processing,1985,30(1): 32-46.
[10]宗露艳,吴陈. 一种改进的Canny算子边缘检测算法[J]. 现代电子技术,2011,17(4):104-106.
Zong L Y, Wu C. An Improved Canny Operator Edge Detection Algorithm[J]. Modern Electronics Technique, 2011, 17(4):104-106.
[11]周晓明,马秋禾,肖蓉,等. 一种改进的Canny算子边缘检测算法[J]. 测绘工程,2008,17(1):28-31.
Zhou X M, Ma Q H, Xiao R,et al. An Improved Canny Operator Edge Detection Algorithm[J]. Engineering of Surveying and Mapping, 2008, 17(1):28-31.