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 surrogate model and NSGA-II algorithm

  • 摘要:
    目的 旨在缩小传统拼接式复合装甲的破坏范围,提出一种由钛合金(TC4)面板、碳化硅(SiC)陶瓷、高强聚乙烯(UHMWPE)层合板和一体式的TC4格栅及背板组成的新式复合装甲结构,通过结构优化设计增强此装甲结构抗弹性能,实现结构轻量化目标。
    方法 采用数值计算方法对新式复合装甲抗弹性能进行对比研究。首先,建立复合装甲抗弹性能的快速预报代理模型,分析结构参数与弹体剩余速度和面密度之间的相关性分析;然后,采用非支配排序遗传算法(NSGA-II)对复合装甲的结构参数进行优化。
    结果 结果表明:相比于传统的拼接式复合装甲结果,新式复合装甲结构在一体式TC4格栅和背板的防护下,弹体剩余速度降低了11.7%,破坏范围缩小60.9%且局限于格栅内部,其余区域结构的完整性较好,提高了拼缝处防护薄弱区域的抗弹性能;弹体剩余速度与UHMWPE层合板厚度的相关性最强,与TC4背板厚度的相关性最弱。优化后的结构设计方案如下:SiC陶瓷面板厚度4.25 mm,UHMWPE层合板厚度10.65 mm,TC4背板厚度0.52 mm。优化后的弹体剩余速度和面密度分别降低21.0%和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优化算法对复合装甲进行结构优化设计的方法可行有效;研究结果可为复合装甲结构设计及其优化提供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 studies on the ballistic resistance of the novel composite armor is conducted by numerical methods. A high-accuracy surrogate model is established to rapidly predict the ballistic performance of the composite armor, and correlation analysis is performed between structural parameters and residual velocity and areal density. The structural parameters of the composite armor are optimized based on the NSGA-II multi-objective genetic optimization algorithm.
    Results The results indicate 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 rest of the structure maintains better integrity. The anti-penetration performance of the areas with weak protection located at the splices is improved. After optimization, the residual velocity of the projectile is reduced by 21.0%, while the areal density decreases by 5.3%. The residual velocity of the projectile shows the strongest correlation with the thickness of the UHMWPE laminate and the weakest correlation with the thickness of the titanium alloy back plate. 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%, while the areal density reduced by 5.3%.
    Conclusion  Compared with the traditional spliced composite armor, the novel composite armor structure demonstrates superior 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.

     

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