2 papers
cs.LG2025
Online learning to accelerate nonlinear PDE solvers: applied to multiphase porous media flow
Vinicius L S Silva, Pablo Salinas, Claire E Heaney +2
We propose a novel type of nonlinear solver acceleration for systems of nonlinear partial differential equations (PDEs) that is based on online/adaptive learning. It is applied in…
cs.CE2025
Rapid modelling of reactive transport in porous media using machine learning: limitations and solutions
Vinicius L S Silva, Geraldine Regnier, Pablo Salinas +3
Reactive transport in porous media plays a pivotal role in subsurface reservoir processes, influencing fluid properties and geochemical characteristics. However, coupling fluid flo…