Nature Communications (Feb 2022)
Data-driven modeling and prediction of non-linearizable dynamics via spectral submanifolds
Abstract
Current data-driven modelling techniques perform reliably on linear systems or on those that can be linearized. Cenedese et al. develop a data-based reduced modeling method for non-linear, high-dimensional physical systems. Their models reconstruct and predict the dynamics of the full physical system.