响应面法
圆角(机械)
实验设计
材料科学
工艺优化
过程变量
有限元法
Box-Behnken设计
半径
机械工程
铝
结构工程
过程(计算)
复合材料
计算机科学
工程类
数学
统计
计算机安全
机器学习
环境工程
操作系统
作者
Yufeng Pan,Gaoshen Cai
出处
期刊:Metals
[MDPI AG]
日期:2023-08-06
卷期号:13 (8): 1406-1406
被引量:1
摘要
Aluminum alloy has been proposed as one of the next generation of lightweight body structure materials, which is widely used in the main components of the aerospace field. In order to realize efficient and accurate forming of aluminum alloy cylindrical parts, the response surface method combined with finite element simulation was used to optimize the key processing parameters during the hydromechanical deep drawing process. Three processing parameters of friction coefficient, pressure rate, and fillet radius of the die were selected as the optimization variables, and the maximum thinning rate of cylindrical parts was selected as the optimization evaluation index. The Box–Behnken design was selected to design the experiment scheme. A quadratic response model between the maximum thinning rate and the processing parameters was established by the response surface analysis software Design Expert for experimental design and data analysis. The optimal processing parameter combination was obtained through this model. The results show that the optimal conditions of maximum thinning rate can be met when the pressure rate is 11.6 MPa/s, the friction coefficient is 0.15, and the fillet radius of the die is 8 mm. Finally, the experimental verification was carried out by using the optimized combination of process parameters. It was found that the error between the experimental results and the predicted simulation results was within 5%, and the cylindrical parts which met the quality requirements were finally formed.
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