ThomasSavary08 / LyapynovLinks
Python package to compute Lyapunov exponents, covariant Lyapunov vectors (CLV) and adjoints of a dynamical systems.
☆27Updated 3 months ago
Alternatives and similar repositories for Lyapynov
Users that are interested in Lyapynov are comparing it to the libraries listed below
Sorting:
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆45Updated 5 years ago
- Implementation of a reservoir computer with functions to optimize the parameters and calculate the Lyapunov exponents☆31Updated 3 years ago
- ☆20Updated 2 years ago
- Kernel methods for statistical modeling of dynamical systems☆26Updated 2 months ago
- Discovers high dimensional models from 1D data using deep delay autoencoders☆37Updated 2 years ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆96Updated 2 years ago
- Quantification of Uncertainties in Neural Networks☆11Updated last month
- PySensors is a Python package for sparse sensor placement☆107Updated last month
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆28Updated 7 years ago
- Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-ba…☆83Updated 3 years ago
- Bootcamp notebooks☆60Updated 4 months ago
- ☆12Updated 9 months ago
- Package for fitting Gaussian Process Emulators to multiple output computer simulation results.☆53Updated 2 years ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆59Updated 3 years ago
- Reduced-order modelling using an atlas of charts☆27Updated 3 years ago
- ☆197Updated 8 months ago
- Code repository for paper: An ensemble score filter for tracking high-dimensional nonlinear dynamical systems☆20Updated last year
- ☆69Updated last year
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆79Updated 3 years ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆46Updated last year
- A library for dimensionality reduction on spatial-temporal PDE☆70Updated last year
- This code accompanies the manuscript "A Generative Framework for Probabilistic, Spatiotemporally Coherent Downscaling of Climate Simulati…☆31Updated 4 months ago
- Practicum on Supervised Learning in Function Spaces☆33Updated 3 years ago
- Deep learning assisted dynamic mode decomposition☆19Updated 4 years ago
- PDE-VAE: Variational Autoencoder for Extracting Interpretable Physical Parameters from Spatiotemporal Systems using Unsupervised Learning☆36Updated 3 years ago
- Pseudospectral Kolmogorov Flow Solver☆41Updated 2 years ago
- mathLab mirror of Python Dynamic Mode Decomposition☆110Updated 9 months ago
- ☆117Updated this week
- Library for computing the Finite-time Lyapunov Exponents of 2D flows using xarray☆10Updated 3 years ago
- Official implementation of Learning Dissipative Chaos In A Linear Way☆15Updated 10 months ago