研究论文
Prediction of velocity and pressure of gas-liquid flow using spectrum-based physics-informed neural networks
Nanxi Ding, Hengzhen Feng, H. Lou, Shenghua Fu, Chenglong Li, Zihao Zhang, Wen-Long Ma, Zhengqian Zhang
Beijing Institute of Technology University of Southern California
来源Applied Mathematics and Mechanics
年份2025
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物理Model Reduction and Neural Networks
Fluid Dynamics and Heat Transfer · Neural Networks and Applications
参考文献 29
The Method of Weighted Residuals and Variational Principles
被引 1,938Bruce A. Finlayson · Society for Industrial and Applied Mathematics eBooks · 2013
Flow around Cylinders in Open Channels
被引 85M. A. Sadeque, N. Rajaratnam, Mark Loewen · Journal of Engineering Mechanics · 2007
此处列出前 3 条
引用本文 7
CFD-based data-driven machine learning temperature prediction: case study on a 180-rack server room within a large-scale data center
被引 4Peigang Deng, Qihang Xu, Xinshu Zhu · International Journal of Thermal Sciences · 2025
Intelligent fluid flows: A survey of deep learning methods for turbulent flows, multiphase flows, and combustion
被引 1Sidharth S. Menon, Mahdi Lavari, Amelia Kokernak · Neurocomputing · 2026
Error-guided graph transformer for physics-constrained temporal super-resolution reconstruction of gas-solid particle flow
被引 1Yan Zheng, Hang Shen, Wei Guo · Chemical Engineering Science · 2026
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