This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the paper: Model-Free Prediction of Large Spatiotemporally Chaotic Systems from Data: A Reservoir Computing Approach (Physical Review Letters, 120, 024102 (2018)).
☆40Jan 25, 2020Updated 6 years ago
Alternatives and similar repositories for parallelized-reservoir-computing
Users that are interested in parallelized-reservoir-computing are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data. Chaos 27, 121102 (2017); https://doi.o…☆50Mar 27, 2020Updated 6 years ago
- Matlab implementation of Echo State Network (reservoir computing)☆28Aug 3, 2017Updated 8 years ago
- A MATLAB implementation of an Echo State Network, using an unsupervised learning rule for pre-training the reservoir called Intrinsic Pla…☆10Aug 5, 2018Updated 7 years ago
- Simulation code of the paper "Persistent Memory in Single Node Delay-Coupled Reservoir Computing"☆17Aug 4, 2021Updated 4 years ago
- Code for the paper "Next Generation Reservoir Computing"☆192Dec 11, 2025Updated 4 months ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- A flexible and extensible echo state network framework for Matlab☆21Jul 6, 2017Updated 8 years ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆99Mar 24, 2023Updated 3 years ago
- Sample codes of CNN-SINDy based reduced-order modeling for fluid flows by Fukami et al., JFM 2021.☆30Sep 6, 2021Updated 4 years ago
- Source code for the CHAracterisation of Reservoir Computers (CHARC) framework☆10Mar 3, 2020Updated 6 years ago
- Higher-order Granger reservoir computing☆26Jan 5, 2025Updated last year
- EvoDynamic seeks to evolve and develop suitable discrete dynamic models of self-organizing systems based on local interactions.☆20May 9, 2025Updated 11 months ago
- ☆19Apr 5, 2024Updated 2 years ago
- Implementation of a reservoir computer with functions to optimize the parameters and calculate the Lyapunov exponents☆33Apr 27, 2022Updated 4 years ago
- Discovers high dimensional models from 1D data using deep delay autoencoders☆39Feb 20, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆47Jul 25, 2024Updated last year
- 使用代码前请先阅读readme.txt☆11Apr 1, 2020Updated 6 years ago
- ☆20May 29, 2020Updated 5 years ago
- ☆16Nov 20, 2023Updated 2 years ago
- Neural ODE Transformers (ICLR 2025)☆18Sep 6, 2025Updated 7 months ago
- ☆48Aug 31, 2021Updated 4 years ago
- ☆21May 3, 2025Updated 11 months ago
- A review of HAVOK and Reservoir computing for chaotic dynamics forecast☆17Jun 28, 2022Updated 3 years ago
- Software in MATLAB that show the link budget for free space optics communications between OGS (optical ground station) and satellite (Upl…☆10Jun 7, 2022Updated 3 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- Neural operator learning of heterogeneous mechanobiological insults contributing to aortic aneurysms☆12Nov 4, 2024Updated last year
- ☆17Aug 6, 2024Updated last year
- MATLAB code for Combined Hybrid-Parallel Prediction☆10Nov 14, 2022Updated 3 years ago
- ☆16Nov 10, 2021Updated 4 years ago
- Repository for xL-SINDy, a robust algorithm to extract Lagrangian of nonlinear dynamical systems from noisy measurement data.☆12Aug 8, 2022Updated 3 years ago
- ☆30Mar 18, 2020Updated 6 years ago
- Source code of ICML'22 paper: FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting☆10Jun 10, 2022Updated 3 years ago
- Code accompanying the manuscript "Augmented Physics-Informed Neural Networks (APINNs): A gating network-based soft domain decomposition m…☆16Sep 18, 2023Updated 2 years ago
- Code for paper "Beyond Closure Models: Learning Chaotic Systems via Physics-Informed Neural Operators".☆16Dec 24, 2025Updated 4 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Here you find the Spectral Operator Learning Under construcTION☆20May 8, 2024Updated last year
- Official code repository for the papers "Anti-Symmetric DGN: a stable architecture for Deep Graph Networks" accepted at ICLR 2023; "Non-D…☆15Jan 2, 2025Updated last year
- ☆10Sep 17, 2016Updated 9 years ago
- combination of sparse identification of nonlinear dynamics with Akaike information criteria☆17Aug 19, 2017Updated 8 years ago
- Spectral analysis and training of dense layers☆17Jan 12, 2024Updated 2 years ago
- ☆11Jan 7, 2025Updated last year
- ☆11Sep 23, 2020Updated 5 years ago