Improved Physics-informed neural networks loss function regularization with a variance-based term

John M. Hanna, Hugues Talbot, Irene E. Vignon-Clementel

In machine learning and statistical modeling, the mean square or absolute error is commonly used as an error metric, also called a "loss function." While effective in reducing the…