Jian-Xun Wang

1. Surrogate modeling for fluid flows based on physics-constrained deep learning without simulation data
   2019/11/21 by Luning Sun, Han Gao, Shaowu Pan +2 · 53 citations
   Physics and Astronomy · Decision Sciences · Engineering · #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design #Fluid Dynamics and Vibration Analysis
2. Differentiable Hybrid Neural-CFD Modelling of Wall-Bounded Turbulence: Coupled Learning of Subgrid-Scale and Wall Closures
   2026/07/19 by Xiantao Fan, Yi Liu, Meng Wang +1
   Physics and Astronomy · #physics.flu-dyn
3. PiDDM: Physics-Informed Differentiable Degradation Modeling for Lithium-Ion Battery State-of-Health Prediction
   2026/07/31 by Zeping Chen, Ruda Jian, Sachin Sigdel +3
   Computer Science · #cs.LG