Edward Ott

Machine Learning Link Inference of Noisy Delay-Coupled Networks with Optoelectronic Experimental Tests

2021 · Physical Review X

We devise a machine learning technique to solve the general problem of inferring network links that have time delays using only time series data of the network nodal states. This task has applications in many …

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

2022 · arXiv (Cornell University)

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 evolution and long-term predictions of the statistical patterns …