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    23 repositories

    • real-time-bias-aware-DA

      Public
      Jupyter Notebook
      •2•0•0•0•Updated Nov 22, 2024Nov 22, 2024

    • .github

      Public
      0•0•0•0•Updated Nov 12, 2024Nov 12, 2024

    • Adjoint-ESN

      Public
      Jupyter Notebook
      •0•1•0•0•Updated Nov 9, 2024Nov 9, 2024

    • HCTA

      Public
      Hard-constrained neural networks for thermoacoustics
      Python
      •
      MIT License
      •0•0•0•0•Updated Nov 9, 2024Nov 9, 2024

    • EchoStateNetwork

      Public
      Explore Echo State Networks (ESNs) with a comprehensive implementation, validation code, and step-by-step tutorial.
      Jupyter Notebook
      •
      MIT License
      •0•1•2•0•Updated Oct 21, 2024Oct 21, 2024

    • LatentStability

      Public
      Learning the stability properties of dissipative systems in the latent manifold.
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •0•0•0•0•Updated Oct 21, 2024Oct 21, 2024

    • rBA-EnKF

      Public
      Python
      •
      MIT License
      •0•2•0•0•Updated Oct 4, 2024Oct 4, 2024

    • OptimalTraining_RFQRC

      Public
      Implementation of Recurrence-free QRC with denoising for optimal training
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Sep 9, 2024Sep 9, 2024

    • RF_QRC

      Public
      Implementation of classical and recurrence-free quantum reservoir computing for predicting chaotic dynamics
      machine-learningquantum-computingreservoir-computingchaotic-dynamical-systemsextreme-events
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Aug 1, 2024Aug 1, 2024

    • YellowstoneTest

      Public
      Quick code to test Yellowstone cluster
      Python
      •
      MIT License
      •0•0•0•0•Updated May 31, 2024May 31, 2024

    • MD-CNN-AE

      Public
      Mode decomposing autoencoder and related.
      Jupyter Notebook
      •0•1•2•0•Updated May 14, 2024May 14, 2024

    • riemax

      Public
      Riemannian geometry in JAX
      Python
      •
      MIT License
      •2•0•0•0•Updated Mar 10, 2024Mar 10, 2024

    • Tutorials

      Public
      Tutorials: Predictions in Chaotic Dynamical Systems
      chaosesnlstm
      Jupyter Notebook
      •0•1•0•0•Updated Jan 29, 2024Jan 29, 2024

    • KolSol

      Public
      Pseudospectral Kolmogorov Flow Solver
      scientific-computingcfdspectral-methodssimulation
      Python
      •
      MIT License
      •3•34•3•0•Updated Oct 24, 2023Oct 24, 2023

    • CAE-ESN-Kolmogorov

      Public
      Implementation of the convolutional autoencoder echo state netowrk (CAE-ESN) applied to the Kolmogorov flow.
      Jupyter Notebook
      •
      MIT License
      •1•5•0•0•Updated Sep 20, 2023Sep 20, 2023

    • PICR

      Public
      Physics-Informed Corruption Removal
      Jupyter Notebook
      •
      MIT License
      •0•2•0•0•Updated May 31, 2023May 31, 2023

    • ESN-MFE

      Public
      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).
      Jupyter Notebook
      •
      MIT License
      •0•2•0•0•Updated Mar 9, 2023Mar 9, 2023

    • PISR

      Public
      Physics-Informed Super-Resolution
      Python
      •
      MIT License
      •0•8•3•0•Updated Feb 9, 2023Feb 9, 2023

    • NewtonWorkshop2023

      Public
      Code for the Newton Institute Workshop 2023
      Jupyter Notebook
      •
      MIT License
      •0•3•0•0•Updated Jan 16, 2023Jan 16, 2023

    • IN22-Bias-aware-TADA

      Public
      Bias-aware real-time thermoacoustic Data Assimilation.
      MATLAB
      •1•1•0•0•Updated Nov 1, 2022Nov 1, 2022

    • Real-time-TA-DA

      Public
      Real-time thermoacoustics data assimilation
      MATLAB
      •
      MIT License
      •2•2•0•0•Updated Oct 14, 2022Oct 14, 2022

    • Robust-Validation-ESN

      Public
      Validation strategies (including Recycle Validation and K-Fold Validation) for ESNs. A.Racca and L.Magri, Neural Networks (2021).
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Sep 27, 2022Sep 27, 2022

    • API-ESN

      Public
      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).
      Jupyter Notebook
      •
      MIT License
      •2•7•0•0•Updated Jan 12, 2022Jan 12, 2022