jdppthk / reservoir-computing-lyapunov-exponents
Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data. Chaos 27, 121102 (2017); https://doi.org/10.1063/1.5010300
☆42Updated 5 years ago
Alternatives and similar repositories for reservoir-computing-lyapunov-exponents:
Users that are interested in reservoir-computing-lyapunov-exponents are comparing it to the libraries listed below
- Calculate the parameter basin of attraction, iteration loop, time series, and bifurcation diagram for a simple nonlinear cobweb model☆9Updated 3 years ago
- Non-Linear Dynamic Systems☆26Updated 3 years ago
- This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the pa…☆34Updated 5 years ago
- Matlab implementation of Echo State Network (reservoir computing)☆25Updated 7 years ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆43Updated 8 months ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆94Updated 2 years ago
- Simulation code of the paper "Persistent Memory in Single Node Delay-Coupled Reservoir Computing"☆16Updated 3 years ago
- Estimate maximum Lyapunov exponent for short time series using Rosenstein, et al. method☆10Updated 9 years ago
- Dynamic Mode Decomposition (DMD)☆33Updated 3 years ago
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆25Updated 6 years ago
- A flexible and extensible echo state network framework for Matlab☆20Updated 7 years ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆142Updated 3 years ago
- Source code for 'Dynamical Systems with Applications using MATLAB®, 2ed' by Stephen Lynch http://www.springer.com/book/9783319068190☆31Updated 4 years ago
- ☆19Updated 2 years ago
- ☆20Updated 3 years ago
- Demonstration of reservoir computing using a single dynamical node as described in: https://www.nature.com/articles/ncomms1476☆10Updated 6 years ago
- This repository collates a number of MATLAB examples demonstrating Scientific Machine Learning (SciML) and Physics Informed Machine Learn…☆23Updated 3 weeks ago
- Neural network (reservoir computing system) based on electro-optical delay setup☆13Updated 5 years ago
- Code to run dynamical simulations on a Kuramoto Network Model of Coupled Phase Oscillators with Time Delays and visualize the results.☆13Updated 6 years ago
- ☆66Updated last year
- Data-driven reduced order modeling for nonlinear dynamical systems☆66Updated this week
- 分数阶微分方程实例求解☆19Updated 7 years ago
- A MATLAB implementation of an Echo State Network, using an unsupervised learning rule for pre-training the reservoir called Intrinsic Pla…☆10Updated 6 years ago
- DDE-BIFTOOL is a set of routines for performing numerical bifurcation analysis of delay-differential equations, running in MATLAB or GNU …☆15Updated 5 years ago
- Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems☆63Updated 5 years ago
- ☆20Updated 6 months ago
- Accompanying code for "State Estimation of a Physical System without Governing Equations"☆85Updated 8 months ago
- Matlab Toolbox for the Numerical Solution of Stochastic Differential Equations☆101Updated 4 years ago
- Gaussian Process Regression using GPML toolbox☆35Updated 5 years ago
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆40Updated 4 years ago