iank / lyapunov_estimationLinks
Estimate maximum Lyapunov exponent for short time series using Rosenstein, et al. method
☆10Updated 9 years ago
Alternatives and similar repositories for lyapunov_estimation
Users that are interested in lyapunov_estimation are comparing it to the libraries listed below
Sorting:
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆45Updated 11 months ago
- Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data. Chaos 27, 121102 (2017); https://doi.o…☆45Updated 5 years ago
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆43Updated 4 years ago
- A MATLAB package for computing the optimized dynamic mode decomposition (DMD)☆18Updated 6 years ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆94Updated 2 years ago
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆25Updated 6 years ago
- ☆21Updated 4 years ago
- AI4Science: Python/Matlab implementation of online and window dynamic mode decomposition (Online DMD and Window DMD)☆43Updated 2 years ago
- Calculate the Lyapunov spectrum of a dynamical system.☆12Updated 7 years ago
- Non-Linear Dynamic Systems☆28Updated 4 years ago
- Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems☆63Updated 5 years ago
- Dynamic mode decomposition with dependent structure among observables (Graph DMD)☆13Updated 5 years ago
- Deep learning assisted dynamic mode decomposition☆19Updated 3 years ago
- This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the pa…☆35Updated 5 years ago
- PINN-COVID analyzes a plurality of epidemiological models through the lens of physics-informed neural networks (PINNs).☆20Updated 3 years ago
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆30Updated 2 years ago
- Compressive dynamic mode decomposition with control for compressive system identification☆40Updated 7 years ago
- Extended Dynamic Mode Decomposition for system identification from time series data (with dictionary learning, control and streaming opti…☆30Updated 9 months ago
- Interpretable machine learning (symbolic regression) using Genetic programming/Gene expression programming and Sparse regression used …☆33Updated 4 years ago
- ☆21Updated 2 years ago
- Consistent Koopman Autoencoders☆74Updated 2 years ago
- Dynamic Mode Decomposition☆59Updated 7 years ago
- MATLAB packages accompanying the review article "The Multiverse of Dynamic Mode Decomposition Algorithms"☆16Updated last year
- ☆28Updated 7 years ago
- A python implementation of Physics-informed Spline Learning for nonlinear dynamics discovery.☆26Updated 3 years ago
- combination of sparse identification of nonlinear dynamics with Akaike information criteria☆16Updated 7 years ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆56Updated 3 years ago
- ☆8Updated 4 years ago
- A Deep Learning based Approach to Reduced Order Modeling for Turbulent Flow Control using LSTM Neural Networks. arXiv:1804.09269☆43Updated 7 years ago
- ☆14Updated 3 years ago