Xiaowei Jin

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

Prediction model of velocity field around circular cylinder over various Reynolds numbers by fusion convolutional neural networks based on pressure on the cylinder

Xiaowei Jin, Peng Cheng, Wen‐Li Chen et al. · Physics of Fluids · 2018 · 325 citations

Aeroacoustics, Geometric Learning, Convolutional Neural Network +25

A novel long short-term memory neural-network-based self-excited force model of limit cycle oscillations of nonlinear flutter for various aerodynamic configurations

Wenjie Li, Shujin Laima, Xiaowei Jin et al. · Nonlinear Dynamics · 2020 · 63 citations

Aeroacoustics, Aeronautics, Unsteady Flow +13

Time-resolved reconstruction of flow field around a circular cylinder by recurrent neural networks based on non-time-resolved particle image velocimetry measurements

Xiaowei Jin, Shujin Laima, Wen‐Li Chen et al. · Experiments in Fluids · 2020 · 59 citations

Unsteady Flow, Engineering, Fluid Mechanics +5

Intelligent modeling of nonlinear dynamical systems by machine learning

Ruilin Chen, Xiaowei Jin, Shujin Laima et al. · International Journal of Non-Linear Mechanics · 2022 · 28 citations

Nonlinear System Identification, Engineering, Machine Learning +4