WGFINNs: Weak formulation-based GENERIC formalism informed neural networks

Jun Sur Richard Park, Auroni Huque Hashim, Siu Wun Cheung +2

Data-driven discovery of governing equations from noisy observations remains a fundamental challenge in scientific machine learning. While GENERIC formalism informed neural network…