Modeling and optimization of Nd:YAG laser micro-weld process using Taguchi Method and a neural network

被引：0
|
作者：
Lin, Hsuan-Liang [1 ]
Chou, Chang-Pin [2 ]
机构：
[1] Department of Vehicle Engineering, Army Academy, R.O.C., 113, Jungshan E. Rd., Jungli, Taoyuan, 320, Taiwan
[2] Department of Mechanical Engineering, National Chiao Tung University, Hsinchu 300, Taiwan
来源：
International Journal of Advanced Manufacturing Technology | 2008年 / 37卷 / 5-6期
关键词：
The use of a pulsed Nd:YAG laser in the 0.1 mm- thick aluminum alloy lap micro-weld process was optimized. The welding parameters that influence the quality of the pulsed Nd:YAG laser lap micro-weld were evaluated by measuring of the tensile-shear strength. In this work; the Taguchi method was adopted to perform the initial optimization of the pulsed Nd:YAG laser micro-weld process parameters. A neural network with a Levenberg-Marquardt back-propagation (LMBP) algorithm was then adopted to develop the relationships between the welding process parameters and the tensile-shear strength of each weldment. The optimal parameters of the pulsed Nd:YAG laser micro-weld process were determined by simulating parameters using a well-trained back-propagation neural network model. Experimental results illustrate the proposed approach. © 2007 Springer-Verlag London Limited;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Journal article (JA)
引用
收藏
页码：513 / 522
相关论文
共 50 条
  • [1] Modeling and optimization of Nd:YAG laser micro-weld process using Taguchi Method and a neural network
    Lin, Hsuan-Liang
    Chou, Chang-Pin
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2008, 37 (5-6): : 513 - 522
  • [2] Modeling and optimization of Nd:YAG laser micro-weld process using Taguchi Method and a neural network
    Hsuan-Liang Lin
    Chang-Pin Chou
    The International Journal of Advanced Manufacturing Technology, 2008, 37 : 513 - 522
  • [3] Robust Parameters Design and Optimization of an Underwater Nd:YAG Laser Microchanneling Process Using the Taguchi Method
    Prakash, S.
    Acherjee, B.
    Kuar, A. S.
    Mitra, S.
    LASERS IN ENGINEERING, 2016, 33 (1-3) : 87 - 102
  • [4] Process parameters optimization of Nd:YAG pulsed laser welding based on Taguchi method
    Liu H.
    Xiang B.
    Xu Z.
    Song X.
    Wang X.
    Zhongguo Jiguang/Chinese Journal of Lasers, 2010, 37 (SUPPL. 1): : 350 - 357
  • [5] Optimization of resistance spot welding process using taguchi method and a neural network
    Lin, H.-L.
    Chou, T.
    Chou, C.-P.
    EXPERIMENTAL TECHNIQUES, 2007, 31 (05) : 30 - 36
  • [6] Optimization of resistance spot welding process using taguchi method and a neural network
    H. -L. Lin
    T. Chou
    C. -P. Chou
    Experimental Techniques, 2007, 31 : 30 - 36
  • [7] OPTIMIZATION OF PULSED Nd:YAG LASER SPOT WELDING OF LOW CARBON STEEL BY USING THE TAGUCHI METHOD
    Masoumi, M.
    Marashi, S. P. H.
    Pouranvari, M.
    METALURGIA INTERNATIONAL, 2012, 17 (04): : 100 - 105
  • [8] Numerical simulation and optimization in pulsed Nd: YAG laser welding of Hastelloy C-276 through Taguchi method and artificial neural network
    Bagchi, Ashutosh
    Saravanan, S.
    Kumar, G. Shanthos
    Murugan, G.
    Raghukandan, K.
    OPTIK, 2017, 146 : 80 - 89
  • [9] The use of the taguchi method and a neural-genetic approach to optimize the quality of a pulsed Nd:YAG laser welding process
    H.-L. Lin
    Experimental Techniques, 2015, 39 : 21 - 29
  • [10] The Use of the Taguchi Method and a Neural-Genetic Approach to Optimize the Quality of a Pulsed Nd:YAG Laser Welding Process
    Lin, H. -L.
    EXPERIMENTAL TECHNIQUES, 2015, 39 (04) : 21 - 29
12345