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跨域变体飞行器气动力热非层次多模型融合降阶方法-跨域飞行器关键技术专刊

武宇飞1,龙腾1,史人赫2,张尧1   

  1. 1. 北京理工大学
    2. 北京理工大学宇航学院
  • 收稿日期:2022-11-14 修回日期:2023-01-10 出版日期:2023-01-12 发布日期:2023-01-12
  • 通讯作者: 龙腾
  • 基金资助:
    国家自然科学基金;国家自然科学基金;北京理工大学研究生科研水平和创新能力提升专项计划

Aerodynamic and aerothermodynamic characteristics non-hierarchical multi-model fusion order reduction for cross-domain morphing aircraft

Yufei Wu1,Teng Long 3,Yao ZHANG   

  • Received:2022-11-14 Revised:2023-01-10 Online:2023-01-12 Published:2023-01-12
  • Contact: Teng Long

摘要: 跨域变体飞行器根据飞行状态改变构型以提升大空域宽速域飞行能力,已成为当前研究热点。建立了类乘波体跨域变体飞行器基于RANS方程的气动力热高精度模型和基于工程估算方法的气动力热低精度模型。针对高超声速气动力热仿真存在非层次多模型的特点,提出基于多层Kriging与二次规划的非层次多模型融合降阶方法(Nonhierarchical Multi-Model Fusion Method Using Multi-Level Kriging and Quadratic Programming,NMF-MKQP),推导解耦的均方误差表达式,将比例系数极大似然估计全局优化问题转化为二次规划问题,解析确定模型比例系数以降低构造成本,高效实现非层次多模型融合降阶。数值算例测试结果表明,降阶模型的近似精度与国际同类算法相比具有明显优势。基于气动力热特性降阶模型,揭示了后掠角及展长对跨域变体飞行器气动力热特性的影响规律,进而确定滑翔跨域飞行的变体方案。在减少最大热流的同时,变体方案通过增加升阻比,改善了飞行器跨域飞行性能。

关键词: 跨域变体飞行器, 气动力热, 非层次多模型融合, 模型降阶, 机翼变后掠, 机翼变展长

Abstract: In order to improve the large airspace and wide speed range flight capability, cross-domain morphing aircrafts are able to change their configuration to adapt to different flight conditions, which has become a current topic of interest. This paper constructs the high-fidelity aerodynamic and aerothermodynamic model of a quasi-waverider cross-domain morphing aircraft based on RANS equations, and the low-fidelity models are constructed based on engineering estimation methods. The nonhierarchical multi-model fusion method using multi-level Kriging and quadratic programming (NMF-MKQP) is proposed considering the existence of non-hierarchical multi-fidelity models for hypersonic aerodynamic and aerothermodynamic analysis. The uncoupled expression of mean squared error is derived to convert the scaling factors maximum likelihood estimation global optimization problem into a quadratic programming problem, and the scaling factors are analytically determined accordingly. In this way, the efficiency of the proposed model reduction method is significantly improved via reducing the computation cost. Compared with state-of-the-art multi-fidelity surrogate modeling methods, NMF-MKQP outperforms regarding approximation accuracy. The cross-domain morphing aircraft aerodynamic and aerothermodynamic characteristics with varying sweep angle and span is assessed based on the constructed reduced-order model, which leads to a morphing strategy during cross-domain gliding. The flight performance increases with the lift-to-drag ratio, while ensuring a decreasing maximum heat flux.

Key words: cross-domain morphing aircraft, aerodynamics and aerothermodynamics, non-hierarchical multi-model fusion, model order reduction, wing sweep angle morphing, wing span morphing

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