When attempting to predict laboratory quakes with a small amount of training data, a Physics-Informed Neural Network (PINN) outperforms purely data-driven models. PINN models also improve transfer learning when applied to a similar, yet differing dataset.
- Prabhav Borate
- Jacques Rivière
- Parisa Shokouhi