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基于串联神经网络的雷达罩抗爆性能厚度等效模型

陈常发1,武军安1,郭锐1,崔浩1,闫帅印1,周昊2*   

  1. 1.南京理工大学 机械工程学院;2.南京理工大学 化学与化工学院
  • 收稿日期:2024-10-30 修回日期:2025-06-03
  • 基金资助:
    国家自然科学基金项目(12102199)

Thickness Equivalence Model for Radome Explosion Resistance Based on Serial Neural Network

CHEN Changfa1, WU Junan1, GUO Rui1, CUI Hao1, YAN Shuaiyin1, ZHOU Hao2*   

  1. 1. School of Mechanical Engineering, Nanjing University of Science and Technology;2. School of Chemistry and Chemical Engineering, Nanjing University of Science and Technology
  • Received:2024-10-30 Revised:2025-06-03
  • Supported by:
    National Natural Science Foundation of China(No. 12102199)

摘要: 为了开展复合材料雷达罩在远场爆炸载荷作用下的厚度等效研究,以纤维增强聚合物复合材料(Fiber-Reinforced Polymer,FRP)层合板为研究对象,提出一种基于挠度等效原则的串联人工神经网络(Serial Artificial Neural Network,S-ANN)模型,用于预测不同性能玻璃纤维雷达罩之间的厚度等效关系。建立爆炸载荷作用下FRP层合板动态响应有限元模型,通过批量计算有限元模型,获得不同比例距离、层合板厚度、密度及纵向弹性模量条件下的FRP层合板最大挠度,基于此建立S-ANN厚度等效模型,实现不同种类FRP材料在远场爆炸载荷作用下的厚度等效。采用传输矩阵和数值仿真方法,分析玻璃纤维等效雷达罩的频率响应特性。研究结果表明:远场爆炸载荷作用下,纵向弹性模量对玻璃纤维雷达罩的抗爆性能和等效厚度的影响最大;等效厚度对雷达罩传输效率幅值的影响很小,但会改变雷达罩传输效率的谐振频率。所得研究成果能够为雷达罩厚度等效研究及相关优化设计提供参考。

关键词: 雷达罩, 纤维增强复合材料, 神经网络, 有限元, 爆炸载荷, 厚度等效

Abstract: To investigate the thickness equivalence of composite radome under the far-field explosive blast, the fiber-reinforced polymer (FRP) laminate is taken as the research object. A serial artificial neural network (S-ANN) model based on the principle of deflection equivalence is proposed to predict the thickness equivalence relationship between different performance glass fiber radomes. A finite element model of the dynamic response of FRP laminates under explosive loads was established. By performing batch calculations of this finite element model, the maximum deflection of the FRP laminates under various parameters—including different detonation distances, laminate thicknesses, densities, and longitudinal elastic moduli—was obtained, which facilitated the development of an S-ANN thickness equivalence model. This model achieved thickness equivalence for different types of FRP materials under far-field explosive loads. In addition, the frequency response characteristics of the glass fiber equivalent radome are analyzed using the transmission matrix and numerical simulation method. The research results show that the longitudinal elastic modulus has the greatest influence on the explosion resistance and equivalent thickness of the glass fiber radome under distant field explosion load; the influence of equivalent thickness on the amplitude of the radome's transmission efficiency is small, but it changes the resonant frequency of the radome's transmission efficiency. This study can provide reference for the thickness equivalence research and optimization design of radomes.

Key words: radome, fiber reinforced polymer, neural network, finite element, explosive load, thickness equivalent

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