Parameterized VAE-transformer ROM diagram

Efficient adaptation of ROMs for unsteady flows using data assimilation

This paper proposes an efficient retraining strategy for parameterized reduced-order models, which adapts a variational autoencoder and transformer architecture to out-of-sample flow regimes from sparse observations.

August 17, 2026 · Ismaël Zighed, Andrea Nóvoa, Luca Magri, Taraneh Sayadi