研究论文
Real-time rocket motor internal flow field prediction based on hybrid POD and deep neural networks
Weile Xu, Xingchen Li, Hao Zhu, Qiao Li, Guobiao Cai, Wen Yao
Beihang University
来源International Journal of Heat and Mass Transfer
年份2025
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学术脉络
学科主题
物理Model Reduction and Neural Networks
Rocket and propulsion systems research · Computational Fluid Dynamics and Aerodynamics
参考文献 36
Rocket Nozzle Flow Control Using a Reduced-Order Computational Fluid Dynamics Model
被引 7David J. Lucia, Meir N. Pachter, Philip Beran · Journal of Guidance Control and Dynamics · 2002
An integrated approach for optimization of solid rocket motor
被引 52Ali Kamran, Liang Guozhu · Aerospace Science and Technology · 2011
Proper Orthogonal Decomposition Analysis of Flow Characteristics in Hybrid Rocket Engine
被引 2Charyeom Park, Changjin Lee · Journal of the Korean Society for Aeronautical & Space Sciences · 2014
此处列出前 3 条
引用本文 10
Input-decoupled dual-scale attention network for flow field prediction in complex flows
被引 2Ze Li, Yang Dongmei, Guisheng Yin · Expert Systems with Applications · 2025
A Hybrid Deep-Learning Framework for Solid Rocket Motor Performance Prediction Based on Mechanism Modeling and Residual Learning
被引 1Weile Xu, Xingchen Li, Hao Zhu · IEEE Transactions on Aerospace and Electronic Systems · 2025
A fast reduction prediction method for saturation boiling characteristics of finned heat sink in submerged servers based on POD-surrogate model
被引 0Dingfan Zhang, Xiaosong Cheng, Chengjian Dong · International Journal of Thermal Sciences · 2026
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