Pinned Repositories
alberacca.github.io
Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes
Echo-State-Networks
Tutorial: Echo state networks. A.Racca and L.Magri, Neural Networks (2021), https://doi.org/10.1016/j.neunet.2021.05.004.
esn4phys
Physics-aware machine learning with echo state networks for the prediction of chaotic systems.
Lyapunov-spectrum
Fast jacobian-free computation of the first m largest lyapunov exponents and Kaplan-Yorke dimension of dynamical systems.
.github
API-ESN
Automatic-differentiated Physics-Informed Echo State Network (API-ESN) for the reconstruction of hidden states in dynamical systems. A.Racca and L.Magri, Lecture Notes in Computer Science (2021).
CAE-ESN-Kolmogorov
Implementation of the convolutional autoencoder echo state netowrk (CAE-ESN) applied to the Kolmogorov flow.
ESN-MFE
Prediction and control of turbulent shear flow with Echo State Networks. A. Racca and L. Magri, Lecture Notes in Computer Science (2022); Physical Review Fluids (2022).
Robust-Validation-ESN
Validation strategies (including Recycle Validation and K-Fold Validation) for ESNs. A.Racca and L.Magri, Neural Networks (2021).
alberacca's Repositories
alberacca/Lyapunov-spectrum
Fast jacobian-free computation of the first m largest lyapunov exponents and Kaplan-Yorke dimension of dynamical systems.
alberacca/Echo-State-Networks
Tutorial: Echo state networks. A.Racca and L.Magri, Neural Networks (2021), https://doi.org/10.1016/j.neunet.2021.05.004.
alberacca/alberacca.github.io
Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes
alberacca/esn4phys
Physics-aware machine learning with echo state networks for the prediction of chaotic systems.