2 papers
physics.flu-dyn2025
Solving Navier-Stokes Equations Using Data-free Physics-Informed Neural Networks With Hard Boundary Conditions
Ritik Pal, Soubhik Mukherjee, Urmi Dutta +1
In recent years, Physics-Informed Neural Networks (PINNs) have emerged as a powerful and robust framework for solving nonlinear differential equations across a wide range of scient…
astro-ph.EP2025
Can a convecting magma ocean offer a solution to the puzzling case of core convection in early earth?
Urmi Dutta, Chris J. Davies, Ashley P. Willis
Convective flow in Earth's iron-rich liquid core drives self-sustained dynamo action, generating Earth's magnetic field, which is strongest among all terrestrial planets of the sol…