A study on fiber laser micro-spot welding of thin stainless steel using response surface methodology and simulated annealing approach

被引:0
作者
Hsin-Te Liao
Zhi-Wei Chen
机构
[1] Minghsin University of Science and Technology,Department of Mechanical Engineering
来源
The International Journal of Advanced Manufacturing Technology | 2013年 / 67卷
关键词
Response surface methodology; Back propagation neural network; Simulated annealing algorithm; ANOVA; Optimization;
D O I
暂无
中图分类号
学科分类号
摘要
This study analyzed variations of shear strength that depend on the fiber laser process during micro-spot welding of AISI 304 stainless thin sheets. A preliminary study used ANSYS results to obtain initial process conditions. The experimental plan was based on a Taguchi orthogonal array table. A hybrid method that includes the response surface methodology (RSM)- and back propagation neural network (BPNN)- integrated simulated annealing algorithm (SAA) is proposed to search for an optimal parameter setting of the micro-spot welding process. In addition, an analysis of variance was implemented to identify significant factors influencing the micro-spot welding process parameters, which was also used to compare the results of BPNN-integrated SAA with the RSM approach. The results show that the RSM and BPNN/SAA methods are both effective tools for the optimization of micro-spot welding process parameters. A confirmation experiment was also conducted in order to validate the optimal welding process parameter values.
引用
收藏
页码:1015 / 1025
页数:10
相关论文
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  • [1] Miyamoto I(2004)Applications of single-mode fiber lasers to novel microwelding Proc SPIE 5662 507-514
  • [2] Kosumi T(2006)Laser micro-welding of transparent materials by a localized heat accumulation effect using a femtosecond fiber laser at 1558nm Opt Express 14 10460-10468
  • [3] Jeong SP(2007)Fibre laser welding for packaging of disposable polymeric microfluidic-biochips Appl Surf Sci 254 1174-1178
  • [4] Uragishi H(2011)Gap-free fibre laser welding of Zn-coated steel on Al alloy for light-weight automotive applications Mater Des 32 495-504
  • [5] Watanabe K(2010)Coupled finite element analysis of MIG welding assembly on auto-body high-strength steel panel and door hinge Int J Adv Manuf Technol 51 551-559
  • [6] Ooie T(2011)Finite element analysis for transient thermal characteristics of resistance spot welding process with three sheets assemblies Proced Eng 16 622-631
  • [7] Tamaki T(2012)Some studies on weld bead geometries for laser spot welding process using finite element analysis Mater Des 34 412-426
  • [8] Watanabe W(2012)Numerical and experimental study of nugget size growth in resistance spot welding of austenitic stain less steels J Mater Process Technol 212 347-354
  • [9] Itoh K(2008)Determination of optimal parameters for SKD11 CNC turning process Mater Manuf Processe 23 363-368
  • [10] Boglea A(2009)Modeling and optimization of injection molding process parameters for thin-shell plastic parts Polym Plast Technol Eng 48 745-753