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A novel trunk branch-net PINN for flow and heat transfer prediction in porous medium
Haoyun Xing, Kaiyan Jin, Guice Yao, Jin Zhao, Dichu Xu, Dongsheng Wen
Technical University of Munich Beihang University
来源Journal of Computational Physics
年份2025
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学科主题
物理Model Reduction and Neural Networks
Neural Networks and Applications · Heat Transfer and Numerical Methods
参考文献 51
Effect of fluid dispersion coefficients on particle-to-fluid heat transfer coefficients in packed beds
被引 1,152Noriaki Wakao, S. Kaguei, T. Funazkri · Chemical Engineering Science · 1979
Machine learning: Trends, perspectives, and prospects
被引 9,898Michael I. Jordan, Tom M. Mitchell · Science · 2015
Non-Darcian Convection in Cylindrical Packed Beds
被引 138M. L. Hunt, C. L. Tien · ASME Journal of Heat and Mass Transfer · 1988
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引用本文 13
A physics-informed LSTM framework for solving fluid flow and heat transfer coupling problem of the turbine vane as well as the internal cooling optimization
被引 8Yuxuan Li, Weihang Liu, Chengbao Sun · Aerospace Science and Technology · 2025
Physics-informed neural networks for steady power-law fluid flows around a square cylinder in a two-dimensional channel
被引 6Huacan Li, Haobo Hua, Zhiyi Yu · Physics of Fluids · 2026
Hybrid DeepONet surrogates for multiphase flow in porous media
被引 5Ezequiel S. Santos, Gabriel F. Barros, Amanda C. N. Oliveira · Journal of Computational Physics · 2026
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