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)).
☆41Jan 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…☆52Mar 27, 2020Updated 6 years ago
- Matlab implementation of Echo State Network (reservoir computing)☆29Aug 3, 2017Updated 9 years ago
- A flexible and extensible echo state network framework for Matlab☆21Jul 6, 2017Updated 9 years ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆102Mar 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
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Source code for the CHAracterisation of Reservoir Computers (CHARC) framework☆10Mar 3, 2020Updated 6 years ago
- Higher-order Granger reservoir computing☆28Jan 5, 2025Updated last year
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆44Oct 12, 2020Updated 5 years ago
- EvoDynamic seeks to evolve and develop suitable discrete dynamic models of self-organizing systems based on local interactions.☆20May 9, 2025Updated last year
- ☆28Apr 9, 2023Updated 3 years ago
- Discovers high dimensional models from 1D data using deep delay autoencoders☆40Feb 20, 2023Updated 3 years ago
- A massively parallel echo state network to classify the MNIST dataset☆12Apr 29, 2019Updated 7 years ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆48Jul 25, 2024Updated 2 years ago
- Memristor-Network-Reservoir: MATLAB codes for simulating memristor networks and performing reservoir computation.☆31Oct 28, 2025Updated 9 months ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- 🦋 hundun is a python library for the exploration of chaos.☆13May 19, 2023Updated 3 years ago
- ☆16Nov 20, 2023Updated 2 years ago
- ☆20May 29, 2020Updated 6 years ago
- ☆10Mar 8, 2023Updated 3 years ago
- ☆19Apr 5, 2024Updated 2 years ago
- Neural operator learning of heterogeneous mechanobiological insults contributing to aortic aneurysms☆12Nov 4, 2024Updated last year
- Former Research simulations and results☆10Jul 24, 2017Updated 9 years ago
- ☆18Aug 6, 2024Updated 2 years ago
- Repository for xL-SINDy, a robust algorithm to extract Lagrangian of nonlinear dynamical systems from noisy measurement data.☆13Aug 8, 2022Updated 4 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.
- ☆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 4 years ago
- Estimating largest Lyapunov exponent of time series data using the method of Wolf et al.☆10Jun 21, 2023Updated 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
- Fast turn-around method to predict wind turbine noise using strip theory coupled with Amiet's theories for leading-edge and trailing-edge…☆21Nov 9, 2023Updated 2 years ago
- [Re] Next Generation Reservoir Computing☆11Dec 12, 2022Updated 3 years ago
- In computational fluid dynamics (CFD), the SIMPLE algorithm is a widely used numerical procedure to solve the Navier–Stokes equations. SI…☆16Nov 23, 2020Updated 5 years ago
- Here you find the Spectral Operator Learning Under construcTION☆21May 8, 2024Updated 2 years ago
- 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
- 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.
- ☆24Mar 3, 2023Updated 3 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
- ☆29Oct 30, 2023Updated 2 years ago
- This repository is for our paper: "The Experimental Multi-Arm Pendulum on a Cart: A Benchmark System for Chaos, Learning, and Control." I…☆21Aug 8, 2023Updated 3 years ago
- Reservoir computing for short-and long-term prediction of chaotic systems, with tasks Lorenz and Mackey-Glass systems. Bayesian optimizat…☆32Jul 19, 2025Updated last year
- ☆11Jan 7, 2025Updated last year