An Optimisation Framework for the Well-Conditioned Training of Physics-Informed Neural Networks

Joseph Webb, Sadok Jerad, Coralia Cartis

Physics-informed neural networks (PINNs) have emerged as a promising route to solve partial differential equations, yet they have struggled to reach the precision of classical solv…