magrilab Goto Github PK
Name: MagriLab
Type: Organization
Location: United Kingdom
Name: MagriLab
Type: Organization
Location: United Kingdom
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).
Implementation of the convolutional autoencoder echo state netowrk (CAE-ESN) applied to the Kolmogorov flow.
Explore Echo State Networks (ESNs) with a comprehensive implementation, validation code, and step-by-step tutorial.
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).
Hard-constrained neural networks for thermoacoustics
Bias-aware real-time thermoacoustic Data Assimilation.
Pseudospectral Kolmogorov Flow Solver
Code for the Newton Institute Workshop 2023
Physics-Informed Corruption Removal
Physics-Informed Super-Resolution
Real-time thermoacoustics data assimilation
Validation strategies (including Recycle Validation and K-Fold Validation) for ESNs. A.Racca and L.Magri, Neural Networks (2021).
Tutorials: Predictions in Chaotic Dynamical Systems
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