灵敏度(控制系统)
MATLAB语言
有限元法
人工神经网络
过程(计算)
演习
结构工程
秩(图论)
钻探
计算机科学
壳体(结构)
材料科学
工程类
机械工程
数学
人工智能
电子工程
组合数学
操作系统
作者
Zhenchao Qi,Yong Liu,Zhixia Chen
出处
期刊:DEStech Transactions on Engineering and Technology Research
[DEStech Publications]
日期:2017-10-16
卷期号: (3rd/amma)
标识
DOI:10.12783/dtetr/3rd/amma2017/14761
摘要
This paper developed a sensitivity analysis method for FE simulation of CFRP drilling process to rank the parameters in order of importance. Firstly, a FE model of CFRP is established using ABAQUS/Explicit. A standard twist drill is imported from stp-formatted files, then it is meshed using C3D4 element and treated as rigid body. The CFRP is modeled as a shell and 2D Hashin Criteria is used to represented the damage. Secondly, a back-propagation artificial neural network is established and trained with the data generated by the FE models using different parameters, which is designed by uniform design method. Lastly, the sensitivity analysis of the back-propagation artificial neural network is carried out using analytical method. The sensitivity of the parameters in the FE model is calculated using a MATLAB program.
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