45 citations · 51 across the 7 of their papers we have counts for
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3 papers · 1 filter
cs.LG2023★ 1 cited
Control-aware echo state networks (Ca-ESN) for the suppression of extreme events
Alberto Racca, Luca Magri
Extreme event are sudden large-amplitude changes in the state or observables of chaotic nonlinear systems, which characterize many scientific phenomena. Because of their violent na…
stat.ME2023★ 45 cited
Inferring unknown unknowns: Regularized bias-aware ensemble Kalman filter
Andrea Nóvoa, Alberto Racca, Luca Magri
Because of physical assumptions and numerical approximations, low-order models are affected by uncertainties in the state and parameters, and by model biases. Model biases, also kn…
physics.flu-dyn2023★ 2 cited
Convolutional autoencoder for the spatiotemporal latent representation of turbulence
Nguyen Anh Khoa Doan, Alberto Racca, Luca Magri
Turbulence is characterised by chaotic dynamics and a high-dimensional state space, which make this phenomenon challenging to predict. However, turbulent flows are often characteri…