Application of support vector machines to quality monitoring in robotized Arc Welding

被引:2
|
作者
Feng, Y [1 ]
Lun, SY [1 ]
Di, L [1 ]
Zong, LY [1 ]
机构
[1] S China Univ Technol, Dept Mech Engn, Guangzhou 510640, Peoples R China
来源
PROCEEDING OF THE 2002 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-3 | 2002年
关键词
D O I
10.1109/IJCNN.2002.1007504
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a quality monitoring method by means of Support Vector Machines (SVM) for robotized Gas Metal Arc Welding (GMAW) is introduced. Through the feature extraction of the welding process, a SVM classifier is constructed to establish the relationship between the feature of process parameters and the quality of weld penetration. The results show that the method can be feasible to identify defects online in welding production.
引用
收藏
页码:2321 / 2326
页数:4
相关论文
共 50 条
  • [21] Monitoring SIP Traffic Using Support Vector Machines
    Nassar, Mohamed
    State, Radu
    Festor, Olivier
    RECENT ADVANCES IN INTRUSION DETECTION, RAID 2008, 2008, 5230 : 311 - 330
  • [22] Evolutionary Support Vector Machines for Transient Stability Monitoring
    B. Dora Arul Selvi
    N. Kamaraj
    Journal of The Institution of Engineers (India): Series B, 2012, 93 (1) : 43 - 49
  • [23] Monitoring Nonlinear profiles using support vector machines
    Moguerza, Javier M.
    Munoz, Alberto
    Psarakis, Stelios
    PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS AND APPLICATIONS, PROCEEDINGS, 2007, 4756 : 574 - +
  • [24] Structural Health Monitoring With Autoregressive Support Vector Machines
    Bornn, Luke
    Farrar, Charles R.
    Park, Gyuhae
    Farinholt, Kevin
    JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME, 2009, 131 (02): : 0210041 - 0210049
  • [25] Support vector machines (SVMs) for monitoring network design
    Asefa, T
    Kemblowski, M
    Urroz, G
    McKee, M
    GROUND WATER, 2005, 43 (03) : 413 - 422
  • [26] Support vector machines for tapered bearing condition monitoring
    Xu, P
    Chan, AK
    COMPUTER APPLICATIONS IN INDUSTRY AND ENGINEERING, 2002, : 185 - 188
  • [27] Monitoring network optimisation using support vector machines
    Pozdnoukhov, A
    Kanevski, M
    Geostatistics for Environmental Applications, Proceedings, 2005, : 39 - 50
  • [28] On-line control of robotized Gas Metal Arc Welding
    Lanzetta, M
    Santochi, M
    Tantussi, G
    CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2001, 50 (01) : 13 - 16
  • [29] Research on Sewage Monitoring and Water Quality Prediction Based on Wireless Sensors and Support Vector Machines
    Liu, Cong
    Li, Hongji
    Zhang, Qinkun
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2020, 2020
  • [30] Recognition of Contact States in Robotized Assembly Using Qualitative Wavelet Based Features and Support Vector Machines
    Jakovljevic, Z.
    Petrovic, P. B.
    PROCEEDINGS OF THE 36TH INTERNATIONAL MATADOR CONFERENCE, 2010, : 305 - 308