Using Machine Learning to Replicate Chaotic Attractors and Calculate Lyapunov Exponents from Data

Jaideep Pathak, Zhixin Lu, Brian R. Hunt +2

We use recent advances in the machine learning area known as 'reservoir computing' to formulate a method for model-free estimation from data of the Lyapunov exponents of a chaotic…