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:
- 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
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆101Mar 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
- 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.
- Higher-order Granger reservoir computing☆26Jan 5, 2025Updated last year
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆44Oct 12, 2020Updated 5 years 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
- ☆28Apr 9, 2023Updated 3 years ago
- Discovers high dimensional models from 1D data using deep delay autoencoders☆39Feb 20, 2023Updated 3 years ago
- A massively parallel echo state network to classify the MNIST dataset☆12Apr 29, 2019Updated 7 years ago
- 使用代码前请先阅读readme.txt☆11Apr 1, 2020Updated 6 years ago
- 🦋 hundun is a python library for the exploration of chaos.☆13May 19, 2023Updated 3 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- ☆16Nov 20, 2023Updated 2 years ago
- Memristor-Network-Reservoir: MATLAB codes for simulating memristor networks and performing reservoir computation.☆31Oct 28, 2025Updated 7 months ago
- ☆50Aug 31, 2021Updated 4 years ago
- ☆29Oct 30, 2023Updated 2 years ago
- ☆21May 3, 2025Updated last year
- A review of HAVOK and Reservoir computing for chaotic dynamics forecast☆18Jun 28, 2022Updated 3 years ago
- Neural operator learning of heterogeneous mechanobiological insults contributing to aortic aneurysms☆12Nov 4, 2024Updated last year
- Estimating largest Lyapunov exponent of time series data using the method of Wolf et al.☆10Jun 21, 2023Updated 2 years ago
- ☆17Aug 6, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- MATLAB code for Combined Hybrid-Parallel Prediction☆10Nov 14, 2022Updated 3 years ago
- ☆16Nov 10, 2021Updated 4 years ago
- Neural Laplace Control for Continuous-time Delayed Systems - an offline RL method combining Neural Laplace dynamics model and MPC planner…☆16Apr 26, 2023Updated 3 years ago
- Repository for xL-SINDy, a robust algorithm to extract Lagrangian of nonlinear dynamical systems from noisy measurement data.☆13Aug 8, 2022Updated 3 years ago
- ☆30Mar 18, 2020Updated 6 years ago
- Code for paper "Beyond Closure Models: Learning Chaotic Systems via Physics-Informed Neural Operators".☆16Dec 24, 2025Updated 5 months 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
- Here you find the Spectral Operator Learning Under construcTION☆20May 8, 2024Updated 2 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
- 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.
- 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
- ☆24Mar 3, 2023Updated 3 years ago
- ☆10Sep 17, 2016Updated 9 years ago
- (移动端)Vue2.0+Nodejs网易云音乐，网易云音乐api强力驱动，高音质破解(持续更新中)☆16Mar 4, 2018Updated 8 years ago
- combination of sparse identification of nonlinear dynamics with Akaike information criteria☆17Aug 19, 2017Updated 8 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 2 years ago
- Distributed Fourier Neural Operators☆33Sep 20, 2022Updated 3 years ago