no code implementations • 18 May 2021 • Ehsan Haghighat, Ali Can Bekar, Erdogan Madenci, Ruben Juanes
Deep learning has been the most popular machine learning method in the last few years.
no code implementations • 31 May 2020 • Ehsan Haghighat, Ali Can Bekar, Erdogan Madenci, Ruben Juanes
The performance of existing PINN approaches, however, may degrade in the presence of sharp gradients, as a result of the inability of the network to capture the solution behavior globally.