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

被引:0
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作者
Hsin-Te Liao
Zhi-Wei Chen
机构
[1] Minghsin University of Science and Technology,Department of Mechanical Engineering
关键词
Response surface methodology; Back propagation neural network; Simulated annealing algorithm; ANOVA; Optimization;
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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.
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页码:1015 / 1025
页数:10
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