Patrick Gallinari

Modelisation of chaotic systems with a latent Stochastic Differential Equation

This work introduces a probabilistic, non-intrusive reduced-order model (ROM) for chaotic dynamical systems, arguing that projecting high-dimensional nonlinear dynamics onto a low-dimensional manifold introduces irreducible uncertainty, compounded by the chaotic attractors and multi-admissible futures inherent to turbulent flows.