MagriLab

KolSol

Pseudospectral Kolmogorov Flow Solver

PISR

Physics-Informed Super-Resolution

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.

NewtonWorkshop2023

Code for the Newton Institute Workshop 2023

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).

rBA-EnKF

Real-time-TA-DA

Real-time thermoacoustics data assimilation

IN22-Bias-aware-TADA

Bias-aware real-time thermoacoustic Data Assimilation.

PICR

Physics-Informed Corruption Removal

Robust-Validation-ESN

Validation strategies (including Recycle Validation and K-Fold Validation) for ESNs. A.Racca and L.Magri, Neural Networks (2021).

Tutorials

Tutorials: Predictions in Chaotic Dynamical Systems

.github

EchoStateNetwork

Explore Echo State Networks (ESNs) with a comprehensive implementation, validation code, and step-by-step tutorial.

HCTA

Hard-constrained neural networks for thermoacoustics

riemax

Riemannian geometry in JAX