#neural-networks

Articles tagged with #neural-networks

Learning Parametric Partial Differential Equations using Fourier Neural Operator
A variety of problems in applied science revolve about solving systems of parametrized partial differential equations. Such systems often exhibit complex and non-linear behaviour and mesh-based methods might therefore require an incredibly fine discr...
Dec 29, 20248 min read95
Physics informed neural networks for solving Partial Differential Equations
Introduction Despite the grandiose name, Physics Informed Neural Networks (PINNs from now on) are simply neural networks trained to solve supervised learning tasks while adhering to any provided law of physics described by general nonlinear partial d...
May 5, 202417 min read298