RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.
☆98Mar 24, 2023Updated 3 years ago
Alternatives and similar repositories for RNN-RC-Chaos
Users that are interested in RNN-RC-Chaos are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆47Jul 25, 2024Updated last year
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆45Oct 12, 2020Updated 5 years ago
- ☆21Dec 8, 2022Updated 3 years ago
- ☆11Nov 9, 2020Updated 5 years ago
- An organized collection of Reservoir Computing models and techniques that is well-integrated within the PyTorch API.☆17Dec 8, 2022Updated 3 years ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- Matlab implementation of Echo State Network (reservoir computing)☆27Aug 3, 2017Updated 8 years ago
- Python3 Implementation of a Multi-Delay Coupled Reservoir, with a Demonstration on a NARMA10 Dataset.☆10Feb 24, 2018Updated 8 years ago
- A simple and flexible code for Reservoir Computing architectures like Echo State Networks☆615Feb 16, 2026Updated last month
- A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module ava…☆493Feb 28, 2026Updated last month
- EvoDynamic seeks to evolve and develop suitable discrete dynamic models of self-organizing systems based on local interactions.☆20May 9, 2025Updated 10 months ago
- Python library for Reservoir Computing using Echo State Networks☆143Jan 4, 2021Updated 5 years ago
- A massively parallel echo state network to classify the MNIST dataset☆12Apr 29, 2019Updated 6 years ago
- Framework to learn effective dynamics and couple a macro scale simulator with a fast neural network latent propagator.☆11Apr 19, 2023Updated 2 years ago
- Official code for UnICORNN (ICML 2021)☆27Oct 1, 2021Updated 4 years ago
- DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆28Nov 22, 2018Updated 7 years ago
- Implement Reservoir Computing models for time series classification, clustering, forecasting, and much more!☆416Mar 15, 2025Updated last year
- ☆21Sep 28, 2020Updated 5 years ago
- source code of learning to discretize solving 1d scalar conservation laws via deep reinforcement learning☆15Feb 2, 2021Updated 5 years ago
- ☆20May 29, 2020Updated 5 years ago
- Python implementation of paper "AntisymmetricRNN: A Dynamical System View on Recurrent Neural Networks"☆15Aug 2, 2019Updated 6 years ago
- A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.☆95Jul 17, 2024Updated last year
- Code for the paper "Next Generation Reservoir Computing"☆191Dec 11, 2025Updated 3 months ago
- The official implementation of paper "Drop-Activation: Implicit Parameter Reduction and Harmonious Regularization".☆10May 30, 2019Updated 6 years ago
- DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Tutorial on reservoir computing with an example on spoken digit recognition.☆12Mar 23, 2016Updated 10 years ago
- Hundreds of strange attractors☆523Jan 1, 2026Updated 2 months ago
- ☆13Dec 10, 2024Updated last year
- An Echo State Network module for PyTorch.☆235Oct 14, 2025Updated 5 months ago
- This is a submission repository for the signal enhancement for magnetic navigation (MagNav) challenge problem contest, which was introduc…☆21Jul 26, 2022Updated 3 years ago
- Code for Reservoir computing (Echo state network)☆61Oct 25, 2018Updated 7 years ago
- Machine Learning with Echo State Networks, a scikit-learn compatible package.☆43Sep 29, 2025Updated 6 months ago
- Hamiltonian neural network implementation for Henon Heiles dynamical system learning mix of order and chaos☆11Dec 2, 2023Updated 2 years ago
- Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).☆61Nov 18, 2021Updated 4 years ago
- Wordpress hosting with auto-scaling on Cloudways • AdFully Managed hosting built for WordPress-powered businesses that need reliable, auto-scalable hosting. Cloudways SafeUpdates now available.
- Numerical integration of the Kuramoto Model in Python 3☆17Nov 3, 2017Updated 8 years ago
- A collection of scientific computing notebooks☆22Feb 21, 2024Updated 2 years ago
- Code for data-assisted reduced-order modeling of extreme events in complex dynamical systems, available on arXiv: https://arxiv.org/abs/1…☆22Aug 22, 2018Updated 7 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆20Sep 14, 2022Updated 3 years ago
- The implementation of paper ''Efficient Attention Network: Accelerate Attention by Searching Where to Plug''.☆20Jun 16, 2023Updated 2 years ago
- ☆12Oct 27, 2022Updated 3 years ago
- Echo state network framework, NARMA10 dataset generator as an demonstration supplied.☆21Mar 4, 2018Updated 8 years ago