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alberacca (Alberto Racca) · GitHub

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  1. Echo-State-Networks Echo-State-Networks Public

    Tutorial: Echo state networks. A.Racca and L.Magri, Neural Networks (2021), https://doi.org/10.1016/j.neunet.2021.05.004.

    Jupyter Notebook 4 2

  2. MagriLab/API-ESN MagriLab/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 7 2

  3. Lyapunov-spectrum Lyapunov-spectrum Public

    Fast jacobian-free computation of the first m largest lyapunov exponents and Kaplan-Yorke dimension of dynamical systems.

    Jupyter Notebook 4 1

  4. MagriLab/ESN-MFE MagriLab/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 3

  5. MagriLab/CAE-ESN-Kolmogorov MagriLab/CAE-ESN-Kolmogorov Public

    Implementation of the convolutional autoencoder echo state netowrk (CAE-ESN) applied to the Kolmogorov flow.

    Jupyter Notebook 6 1

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