2 papers
physics.flu-dyn2026
Physics-Informed Neural Networks for Depth-Averaged Avalanche Dynamics
Pradyumn Singh Sikarwar, Vishal Sharma, Gaurav Bhutani
Accurate prediction of avalanche motion is essential for hazard assessment in mountainous terrain. This study develops and evaluates a physics-informed neural network (PINN) framew…
cond-mat.soft2026
Physics-Informed Neural Networks for Depth-Averaged Granular Avalanche Dynamics on Curved Topography
Pujan Pranavkumar Purohit, Pradyumn Singh Sikarwar, Vishal Sharma +1
Physics-informed neural networks (PINNs) provide a mesh-free framework for solving governing equations, but their application to granular avalanche dynamics over curved terrain rem…