航空学报2025，Vol.46Issue(8)：113-127,15.DOI:10.7527/S1000-6893.2024.30778
基于快速逐线计算模型的高超声速羽流红外辐射计算方法
Calculation method for hypersonic plume infrared radiation based on a fast line-by-line calculation model
摘要
Abstract
To investigate the infrared radiation characteristics of plumes of hypersonic vehicles in near space,a com-putational methodology for the flow field of the near space plume infrared radiation was developed.Initially,the nu-merical simulation of the plume flow field is carried out by using the nonlinear coupling constitutive relationship model,and the accuracy of the flow field calculation model is verified.Subsequently,a comprehensive dataset consisting of 46 200 sets of flow field characteristic parameters and absorption coefficients was generated using a line-by-line calcu-lation physical model,informed by a full-factorial experimental design.This dataset was employed to train an acceler-ated line-by-line calculation model based on a BP neural network.The trained model demonstrated a maximum mean absolute error of 0.003 65 and an R2 value of 0.999 4,achieving computational speeds four times faster than the tra-ditional line-by-line calculation physical model.Finally,combined with the Backward Monte Carlo method as the infra-red radiation transmission method,the infrared radiation calculation method of the hypersonic vehicles plume flow field is established.The infrared radiation characteristics of the plume under the cruising state of X-51A aircraft were studied by using the established flow field and infrared radiation calculation methods.The findings indicate that hypersonic plumes in near space exhibit a phenomenon where external heat flow envelops a cooler internal flow.Furthermore,the infrared radiation is stronger in the stagnation region at the plume's periphery,resulting in a"scissors"pattern in infrared imaging.Variations in the shear layer significantly influence the infrared imaging characteristics of the plume.关键词
高超声速羽流/非线性耦合本构关系/逐线计算法/深度学习/逆向蒙特卡洛方法/红外辐射Key words
hypersonic plume/nonlinear coupled constitutive relations/line by line method/deep learning/backward Monte Carlo method/infrared radiation分类
航空航天引用本文复制引用
徐建宇,周莉,王占学,是介,史毫..基于快速逐线计算模型的高超声速羽流红外辐射计算方法[J].航空学报,2025,46(8):113-127,15.基金项目
国家自然科学基金(52376032,52076180) （52376032,52076180）
陕西省杰出青年科学基金(2021JC-10) （2021JC-10）
国家科技重大专项(J2019-Ⅱ-0015-0036) （J2019-Ⅱ-0015-0036）
航空发动机及燃气轮机基础科学中心项目(P2022-B-I-002-001,P2022-B-Ⅱ-010-001) （P2022-B-I-002-001,P2022-B-Ⅱ-010-001）
中央高校基本科研业务费专项资金(501XTCX2023146001) （501XTCX2023146001）
