7 citations · 11 across the 12 of their papers we have counts for
4 papers · 1 filter
Latent attention on masked patches for flow reconstruction
Ben Eze, Luca Magri, Andrea Nóvoa
Vision transformers have shown outstanding performance in image generation, yet their adoption in fluid dynamics remains limited. We introduce the Latent Attention on Masked Patche…
Efficient Adaptation of ROMs for Unsteady Flows Using Data Assimilation
Ismaël Zighed, Andrea Nóvoa, Luca Magri +1
We propose an efficient retraining strategy for a parameterized Reduced Order Model (ROM) that attains accuracy comparable to full retraining while requiring only a fraction of the…
Online model learning with data-assimilated reservoir computers
Andrea Nóvoa, Luca Magri
We propose an online learning framework for forecasting nonlinear spatio-temporal signals (fields). The method integrates (i) dimensionality reduction, here, a simple proper orthog…
Adjoint Sensitivities of Chaotic Flows without Adjoint Solvers: A Data-Driven Approach
Defne E. Ozan, Luca Magri
In one calculation, adjoint sensitivity analysis provides the gradient of a quantity of interest with respect to all system's parameters. Conventionally, adjoint solvers need to be…