Parametric analysis on explosion resistance of composite with finite element and artificial neural network

被引:6
|
作者
Chen, Changfa [1 ]
Li, Mao [2 ]
Wang, Qi [2 ]
Guo, Rui [1 ]
Zhao, Pengduo [2 ]
Zhou, Hao [3 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Mech Engn, Nanjing, Peoples R China
[2] Navy Res Inst, Beijing, Peoples R China
[3] Nanjing Univ Sci & Technol, Natl Special Superfine Powder Engn Res Ctr, Nanjing, Peoples R China
基金
中国国家自然科学基金;
关键词
Finite element analysis; laminate design; artificial neural networks; explosion resistance; CFRP; PREDICTION;
D O I
10.1080/15376494.2024.2378233
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
To analyze the factors influencing the explosion resistance of composite laminates subjected to explosive blasts in air, a finite element analysis (FEA) model was utilized. The out-of-plane displacement of composite laminates under far-field airborne explosions could be accurately simulated based on the model. Additionally, an artificial neural network (ANN) model was established to train the data obtained from the FEA model, which allowed for accurate predictions of maximum deflection and its arrival time of laminates with varying parameters, such as impulse of blast, side length, thickness, and mechanical properties of laminates. The results highlighted that the thickness and side length of the composite laminates were critical factors affecting the deformation of laminates under explosive blasts. This research provided a valuable insight aimed at optimizing the design of composite structures to enhance their explosion resistance. [GRAPHICS] .
引用
收藏
页数:14
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