Skip to Content
All Talks Registration
Event Data-Driven Modelling for Fluid Dynamics starts on 10 May 2027, 00:00:00 (Europe/Rome)
Niccolò Tonicello
Niccolò Tonicello
Niccolò Tonicello
with Antonio Colanera
12 lectures on:
ML for turbulence/LES: surrogate vs embedded SGS models, intrusive/non-intrusive paradigms, PDE-constrained optimization, adjoints, RL/differentiable solvers.
Data-driven modal analysis (SPOD, multiscale POD, DMD/Koopman) and cluster-based ROMs (CNM, ql-ROM) for multi-regime, nonlinear turbulent dynamics.
Hands-on tutorials with EZyRB/PINA: POD/SPOD/DMD workflows, ROM construction, autoencoder-based ROMs, latent-space interpolation and extrapolation assessment.