2 papers
cs.LG2025
Gated X-TFC: Soft Domain Decomposition for Forward and Inverse Problems in Sharp-Gradient PDEs
Vikas Dwivedi, Enrico Schiassi, Monica Sigovan +1
Physics-informed neural networks (PINNs) and related methods struggle to resolve sharp gradients in singularly perturbed boundary value problems without resorting to some form of d…
math.NA2025
Least Squares with Equality constraints Extreme Learning Machines for the resolution of PDEs
Davide Elia De Falco, Enrico Schiassi, Francesco Calabrò
In this paper, we investigate the use of single hidden-layer neural networks as a family of ansatz functions for the resolution of partial differential equations (PDEs). In particu…