Improving the Optical Inspection of Through Hole Resistors With Additional Spectral Illuminations

被引:0
作者
Richter, Johannes [1 ]
Streitferdt, Detlef [2 ]
Rozova, Elena [2 ]
Kirchhoff, Michael [2 ]
机构
[1] GOPEL Elect GmbH, Jena, Germany
[2] Tech Univ Ilmenau, Fac Comp Sci & Automat, Ilmenau, Germany
来源
2017 8TH IEEE ANNUAL INFORMATION TECHNOLOGY, ELECTRONICS AND MOBILE COMMUNICATION CONFERENCE (IEMCON) | 2017年
关键词
electronics manufacturing; automatic optical inspection; AOI; through hole technology; THT; resistors; spectral illumination; SYSTEM;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Through hole technology is still playing an important role in the manufacturing of electronics. Thus, there is the need for reliable and contemporary automatic optical inspection of such components. The resistor as one of the most common parts challenges the optical inspection with its colored rings encoding its resistance value. The current approach to inspecting these components is discussed and its drawbacks are shown. A new approach is presented using the comprehensive illumination options available to modern automatic optical inspection machines. To test the new method a dataset of real inspection data was collected. The applicability of the new approach is shown by training a neural classifier with the data and comparing it to the formerly used method.
引用
收藏
页码:273 / 277
页数:5
相关论文
共 17 条
  • [1] [Anonymous], 2016, ARXIV E PRINTS
  • [2] [Anonymous], BELEUCHTUNGSTECHNIK
  • [3] Bengio Y., 2015, DEEP LEARNING MIT PR
  • [4] Bukhari SU, 2017, TEM J, V6, P380, DOI 10.18421/TEM62-25
  • [5] A vision and robot based on-line inspection monitoring system for electronic manufacturing
    Edinbarough, I
    Balderas, R
    Bose, S
    [J]. COMPUTERS IN INDUSTRY, 2005, 56 (8-9) : 986 - 996
  • [6] IEC, 2016, 60 0622016 IEC
  • [7] IEC, 2014, 60 11522014 IEC
  • [8] Evaluation of a digital camera image applied to PCB inspection
    Jiang, Bernard C.
    Wang, C. C.
    Huang, W. H.
    [J]. HUMAN FACTORS AND ERGONOMICS IN MANUFACTURING, 2008, 18 (04): : 424 - 437
  • [9] King DB, 2015, ACS SYM SER, V1214, P1
  • [10] A Flexible PCB Inspection System Based on Statistical Learning
    Liao, Chia-Te
    Lee, Wen-Hao
    Lai, Shang-Hong
    [J]. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2012, 67 (03): : 279 - 290