Application of genetic algorithm to external noise cancellation and compensation in automatic arc welding system

被引:3
作者
Wu, Cheng-Yu [1 ]
Tung, Pi-Cheng [1 ]
机构
[1] Natl Cent Univ, Dept Mech Engn, Chungli 320, Taiwan
关键词
shielded metal arc welding; genetic algorithm; external force cancellation; welding robot;
D O I
10.1007/s10845-008-0078-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper develops an automatic welding control system which uses a genetic algorithm to carry out external noise cancellation and compensation. In the proposed approach, the genetic algorithm is used to identify the polynomial form or parameters of the external force or disturbance, including the amplitude, frequency and phase to compensate for nonlinear phenomenon such as disturbance in the mechanical system. In compensating for the nonlinear phenomenon, a piecewise linearization of the approximation polynomial is performed and the genetic algorithm optimization process is then used to identify the parameters of the polynomial function. The simulation and experimental results confirm that the proposed automatic welding control system provides an effective means of compensating for the effects of the external force or disturbance and therefore results in an enhanced welding performance.
引用
收藏
页码:249 / 256
页数:8
相关论文
共 32 条
  • [1] [Anonymous], 2000, NONLINEAR SYSTEMS
  • [2] [Anonymous], 1975, Adaptation in neural and artificial systems
  • [3] Baker J. E., 1985, Proceedings of the International Conference on Genetic Algorithms and their Applications, P101
  • [4] Predictive sensor guided robotic manipulators in automated welding cells
    Bauchspiess, A
    Alfaro, SCA
    Dobrzanski, LA
    [J]. JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2001, 109 (1-2) : 13 - 19
  • [5] Disturbance observer based control for nonlinear systems
    Chen, WH
    [J]. IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2004, 9 (04) : 706 - 710
  • [6] Design of a nonlinear disturbance observer
    Chen, XK
    Komada, S
    Fukuda, T
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2000, 47 (02) : 429 - 437
  • [7] A NEW MODEL FOR CONTROL OF SYSTEMS WITH FRICTION
    DEWIT, CC
    OLSSON, H
    ASTROM, KJ
    LISCHINSKY, P
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1995, 40 (03) : 419 - 425
  • [8] ON ADAPTIVE FRICTION COMPENSATION
    FRIEDLAND, B
    PARK, YJ
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1992, 37 (10) : 1609 - 1612
  • [9] Goldberg D. E., GENETIC ALGORITHMS S
  • [10] Ha Q. P., 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065), P3543, DOI 10.1109/ROBOT.2000.845283