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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

2025Applied Mathematics and Mechanics6 citationsDOI

Topics & Concepts

Artificial neural networkSpectrum (functional analysis)Flow (mathematics)Statistical physicsPhysicsMechanicsComputer scienceArtificial intelligenceQuantum mechanicsModel Reduction and Neural NetworksNuclear Engineering Thermal-HydraulicsFluid Dynamics and Turbulent Flows
Prediction of velocity and pressure of gas-liquid flow using spectrum-based physics-informed neural networks | Litcius