基于SVR代理模型与NSGA-II算法的新型钛合金复合装甲抗弹性能优化设计

Optimal design of the ballistic resistance for new titanium alloy composite armor based on SVR agent model and NSGA-II algorithm

  • 摘要: [目的]为了减小传统拼接式复合装甲的破坏范围,提出了一种由钛合金面板、碳化硅(SiC)陶瓷、高强聚乙烯层合板和一体式的钛合金格栅和背板组成的新式复合装甲结构,并通过结构优化设计提升复合装甲的抗弹性能,实现结构的轻量化。[方法]采用数值计算方法对新式复合装甲的抗弹性能展开对比研究,建立复合装甲抗弹性能的快速预报代理模型,并对结构参数与剩余速度和面密度开展相关性分析,采用NSGA-II多目标遗传优化算法对复合装甲的结构参数进行了优化。[结果]结果表明:相较于传统拼接式复合装甲,新式复合装甲由于一体式钛合金格栅和背板的存在,弹体剩余速度降低了11.7%,破坏范围缩小了60.9%,且破坏范围局限于格栅内部,其余区域结构完整性较好,同时位于拼缝处的防护薄弱区域的抗弹性能得到提升。弹体剩余速度与UHMWPE层合板厚度的相关性最强,与钛合金背板厚度的相关性最弱。优化后的结构设计方案为:SiC陶瓷厚度为4.25mm,UHMWPE层合板厚度为10.65mm,钛合金背板厚度为0.52mm,优化后的弹体剩余速度降低了21.0%,面密度降低了5.3%。[结论]与拼接式复合装甲相比,新式复合装甲结构具有更优异的抗侵彻性能;基于SVR代理模型和NSGA-II算法对复合装甲进行结构优化设计的方法有效可行。研究结果可以为复合装甲的结构设计和优化提供了新的理论和实践参考。

     

    Abstract: Objective To reduce the damage range of traditional spliced composite armor, a novel composite armor structure composed of titanium alloy faceplate, silicon carbide (SiC) ceramic, ultra-high-molecular-weight polyethylene (UHMWPE) laminate, and integrated titanium alloy lattice and back plate is proposed. And we employ optimal design of the structure to achieve the enhancement of the ballistic resistance and weight reduction. Method Comparative study on the ballistic resistance of the novel composite armor is conducted by numerical methods. The surrogate model with good accuracy is established to rapidly predict the ballistic performance of the composite armor, and correlation analysis is carried out between structural parameters and residual velocity as well as areal density. The structural parameters of the composite armor are optimized based on the NSGA-II multi-objective genetic optimization algorithm. Results The results showed that, compared with traditional spliced composite armor, the new composite armor reduces the residual velocity of the projectile by 11.7% and the damage range by 60.9% due to the presence of the integrated titanium alloy lattice and back plate. The damage range is confined to the inside of the grill, while the structural integrity for the rest of the area is better. The anti-penetration performance of the areas with weak protection located at the splices is improved. The residual velocity of the projectile has the strongest correlation with the thickness of the UHMWPE laminate and the weakest correlation with the thickness of the titanium alloy backplate. The optimized structural design scheme is as follows: the thickness of SiC ceramic is 4.25 mm, the thickness of UHMWPE laminate thickness is 10.65 mm, and the thickness of titanium alloy backplate thickness is 0.52 mm. After optimization, the residual velocity of the projectile is reduced by 21.0%, and the areal density is reduced by 5.3%. Conclusion Compared with the traditional spliced composite armor, the novel composite armor structure exhibits better anti-penetration performance. The method for structural optimization design of composite armor based on the SVR surrogate model and NSGA-II algorithm is effective and feasible. The research results provide new theoretical and practical references for the structural design and optimal design of composite armor.

     

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