改进增广径向基在远程制导火箭优化设计中的应用
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作者单位:

国防科技大学 空天科学学院, 湖南 长沙 410073

作者简介:

蔡伟伟(1987—),男,江苏海安人,副教授,博士,E-mail:caiweiwei@nudt.edu.cn

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中图分类号:

V421.1

基金项目:

国家自然科学基金资助项目(52005502)


Application of improved augmented radial basis functions in optimization design of long-range guided rocket
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College of Aerospace Science and Engineering, National University of Defense Technology, Changsha 410073 , China

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    摘要:

    为提高远程制导火箭的性能和设计效率,建立了远程制导火箭多学科参数化模型,实现制导火箭高精度性能仿真。提出了基于改进增广径向基的序列近似优化方法,通过各向异性技术提高增广径向基模型的泛化能力,采用递归演化实验设计和快速交叉验证提高近似建模效率,并应用非精确搜索策略进行序列采样,结合算例验证了所提出方法的有效性。开展了远程制导火箭序列近似优化设计,在满足设计约束的前提下,最大射程相较优化前提高了16.7%。

    Abstract:

    To improve the design performance of long-range guided rockets, a multidisciplinary parametric model of long-range guided rockets was first established to achieve high-precision performance simulation of guided rockets. A sequence approximation optimization method based on an improved augmented radial basis function was proposed, which enhanced the generalization ability of the augmented radial basis function model through anisotropic techniques. Recursive evolution experimental design and fast cross-validation were used to improve the efficiency of approximation modeling, and an imprecise search strategy was applied for sequence sampling. The effectiveness of the proposed optimization method was verified through numerical examples. A sequence approximate optimization design of the long-range guided rocket was carried out, and the maximum range increase by 16.7% compared to before optimization while satisfying design constraints.

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蔡伟伟, 田镜文, 赵一, 等. 改进增广径向基在远程制导火箭优化设计中的应用[J]. 国防科技大学学报, 2025, 47(6): 145-156.

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  • 收稿日期:2024-07-17
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  • 在线发布日期: 2025-12-02
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