3 papers
nlin.CD2026
Prediction of chaotic dynamics from data: An introduction
Luca Magri, Andrea Nóvoa, Elise Ãzalp
This chapter offers a principled approach to the prediction of chaotic systems from data. First, we introduce some concepts from dynamical systems' theory and chaos theory. Second,…
cs.LG2026
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…
cs.LG2026
Efficient Real-Time 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…