Ramansh Sharma

Accelerated Training of Physics-Informed Neural Networks (PINNs) using Meshless Discretizations

Physics-informed neural networks (PINNs) are neural networks trained by using physical laws in the form of partial differential equations (PDEs) as soft constraints. We present a new technique for the accelerated training of PINNs that combines modern scientific computing techniques with machine lea…