2 papers
physics.flu-dyn2026
Long-horizon prediction of three-dimensional wall-bounded turbulence with CTA-Swin-UNet and resolvent analysis
Bo Chen, Yitong Fan, Jie Yao +1
Long-horizon prediction of three-dimensional (3D) wall-bounded turbulence with machine-learning methods remains a challenging task, due to the rapid accumulation of autoregressive…
physics.flu-dyn2024
Prediction of turbulent energy based on low-rank resolvent modes and machine learning
Yitong Fan, Bo Chen, Weipeng Li
A modelling framework based on the resolvent analysis and machine learning is proposed to predict the turbulent energy in incompressible channel flows. In the framework, the optima…