Stabilizing Machine Learning Prediction of Dynamics: Noise and Noise-inspired Regularization

Alexander Wikner, Joseph Harvey, Michelle Girvan +4

Recent work has shown that machine learning (ML) models can be trained to accurately forecast the dynamics of unknown chaotic dynamical systems. Short-term predictions of the state…