Shengze Cai

NSFnets (Navier-Stokes flow nets): Physics-informed neural networks for the incompressible Navier-Stokes equations

Xiaowei Jin, Shengze Cai, Hui Li et al. · Journal of Computational Physics · 2020 · 1.1K citations · Full text

Compressible Flow, Engineering, Incompressible Flow +9

Physics-Informed Neural Networks for Heat Transfer Problems

Shengze Cai, Zhicheng Wang, Sifan Wang et al. · Journal of Heat Transfer · 2021 · 1K citations

Heat Transfer Process, Engineering, Machine Learning +15

Flow over an espresso cup: inferring 3-D velocity and pressure fields from tomographic background oriented Schlieren via physics-informed neural networks

Shengze Cai, Zhicheng Wang, Frederik Fuest et al. · Journal of Fluid Mechanics · 2021 · 312 citations · Full text

Dense motion estimation of particle images via a convolutional neural network

Shengze Cai, Shichao Zhou, Chao Xu et al. · Experiments in Fluids · 2019 · 196 citations

Convolutional Neural Network, Machine Vision, Image Analysis +7

DeepM&Mnet: Inferring the electroconvection multiphysics fields based on operator approximation by neural networks

Shengze Cai, Zhicheng Wang, Lu Lu et al. · Journal of Computational Physics · 2021 · 189 citations · Full text

Numerical Analysis, Engineering, Machine Learning +10