Effect of Welding Parameters and Artificial Aging on Mechanical Properties of Friction Stir Welded AA 7004 Alloys: Experimental and Artificial Neural Network Simulation

被引:0
作者
A. Verma
B. Kotteswaran
T. Shanmugasundaram
机构
[1] Defence Institute of Advanced Technology,Department of Metallurgical and Materials Engineering
来源
Metallography, Microstructure, and Analysis | 2021年 / 10卷
关键词
Friction stir welding; Artificial neural network; 7xxx alloy; Mechanical properties; aging;
D O I
暂无
中图分类号
学科分类号
摘要
In this work, for the first-time effect of friction stir welding parameters (rotational and travel speeds) and artificial aging on mechanical properties of AA 7004 alloy is studied both experimentally and mathematically using artificial neural network. Microstructure, microhardness, yield and ultimate tensile strength of as welded and aged samples were evaluated. Artificial neural network model was used to predict the experimental results. The maximum strength of 341 MPa and joint efficiency of 80% was observed at 320 rpm and 1 mm/sec travel speed. Aging of as welded samples at 150 °C for 24 h resulted in increase in joint efficiency from 59 to 80% due to re-precipitation of precipitates in the weld zone. The samples welded at higher rotational and lower travel speeds show poor strength. This might be due to particle and grain coarsening. Outcome of the artificial neural network model results was found to be in good agreement with the experimental data.
引用
收藏
页码:515 / 524
页数:9
相关论文
共 141 条
[1]  
Bayazid SM(2016)Effect of cyclic solution treatment on microstructure and mechanical properties of friction stir welded 7075 Al alloy Mater. Sci. Eng. A 649 293-300
[2]  
Farhangi H(2019)Recent advances in aging of 7xxx series aluminum alloys: A physical metallurgy perspective J Alloys Compd 2019 945-983
[3]  
Asgharzadeh H(2013)Influence of process parameters on microstructure and mechanical properties in AA2024-T3 friction stir welding Metallogr. Microstruct. Anal. 2 213-222
[4]  
Radan L(2018)Review on friction stir welding of magnesium alloys J. Magnes Alloys 6 399-416
[5]  
Ghahramani A(2014)Recent developments in advanced aircraft aluminium alloys Mater. Des. 56 862-871
[6]  
Mirhaji A(2014)Heat treatment of 7xxx series aluminium alloys - Some recent developments Trans. Nonferr. Met. Soc. China (Engl. Ed.) 24 2003-2017
[7]  
Azarniya A(2017)A review of joining processes for high strength 7xxx series aluminum alloys J. Weld. Join. 35 79-88
[8]  
Taheri AK(2009)Effect of welding processes on tensile properties of AA6061 aluminium alloy joints Int. J. Adv. Manuf. Technol. 40 286-296
[9]  
Taheri KK(2008)Influences of pulsed current welding and post weld aging treatment on fatigue crack growth behaviour of AA7075 aluminium alloy joints Int. J. Fatigue 30 405-416
[10]  
Carlone P(2016)Effect of friction stir welding process parameters on microstructure and mechanical properties of dissimilar AA6061-T6 and AA7075-T6 aluminum alloy joints Metallogr. Microstruct. Anal. 5 476-485