A New Edge Detection Technique for an Automatic Visual Inspection System using Genetic Algorithms

被引:3
|
作者
Saenthon, A. [1 ]
Kaitwanidvilai, S. [1 ]
Kunakom, A. [1 ]
Ngamroo, I. [1 ]
Kanprachar, S. [2 ]
机构
[1] King Mongkuts Inst Technol Ladkrabang, Dept Elect Engn, Bangkok 10520, Thailand
[2] Naresuan Univ, Dept Elect & Comp Engn, Phitsanulok 65000, Thailand
来源
2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-4 | 2009年
关键词
Automatic visual inspection; Image processing; Genetic Algorithms;
D O I
10.1109/ROBIO.2009.4913288
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a new technique of edge detection for inspecting edge and perfection of soldering joint in the pre-amplifier circuit, which is an important part in hard disk drive. Summation of error between the actual value and the measured value from the designed system of several data sets is formulated as the objective function. Genetic Algorithm (GA) is adopted to rind the optimal filter mask which enhances the accuracy of the inspection system. As results indicated, accuracy of the system with the proposed edge detection technique is superior to that of the system. with conventional filters. In addition, inspection time of the developed system is much faster than that of human inspection.
引用
收藏
页码:1882 / +
页数:2
相关论文
共 50 条
  • [1] A new edge detection method for automatic visual inspection
    Hou, TH
    Kuo, WL
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 1997, 13 (06): : 407 - 412
  • [2] A new edge detection method for automatic visual inspection
    Tung-Hsu (Tony) Hou
    Wen-Liang Kuo
    The International Journal of Advanced Manufacturing Technology, 1997, 13 : 407 - 412
  • [3] Automatic visual inspection of bump in flip chip using edge detection with Genetic Algorithm
    Fak-aim, M.
    Seanton, A.
    Kaitwanidvilai, S.
    IMECS 2008: INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2008, : 115 - +
  • [4] Automated visual inspection of solar cell images using adapted morphological and edge detection algorithms
    Cao, Maoqing
    Ma, Long
    Li, Riqiang
    JOURNAL OF OPTICS-INDIA, 2024, 53 (02): : 1293 - 1301
  • [5] Automated visual inspection of solar cell images using adapted morphological and edge detection algorithms
    Maoqing Cao
    Long Ma
    Riqiang Li
    Journal of Optics, 2024, 53 : 1293 - 1301
  • [6] Automatic inspection of metallic surface defects using genetic algorithms
    Zheng, H
    Kong, LX
    Nahavandi, S
    JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2002, 125 : 427 - 433
  • [7] Texture edge detection using genetic algorithms
    Yoshimura, M
    Oe, S
    CISST'98: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON IMAGING SCIENCE, SYSTEMS AND TECHNOLOGY, 1998, : 169 - 174
  • [8] Edge detection of texture image using genetic algorithms
    Yoshimura, M
    Oe, S
    SICE '97 - PROCEEDINGS OF THE 36TH SICE ANNUAL CONFERENCE, INTERNATIONAL SESSION PAPERS, 1997, : 1261 - 1266
  • [9] Automatic parametrization of edge detection algorithms
    Csink, Laszlo
    Sergyan, Szabolcs
    2007 5TH INTERNATIONAL SYMPOSIUM ON INTELLIGENT SYSTEMS & INFORMATICS, 2007, : 104 - 106
  • [10] Automatic Railway Wheelset Inspection System by Using Ultrasonic Technique
    Peng, Chaoyong
    Gao, Xiaorong
    Wang, Li
    Wang, Zeyong
    Zhao, Quanke
    Zhang, Yu
    Peng, Jianping
    Yang, Kai
    SEVENTH INTERNATIONAL SYMPOSIUM ON PRECISION ENGINEERING MEASUREMENTS AND INSTRUMENTATION, 2011, 8321