Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN
☆44Oct 12, 2020Updated 5 years ago
Alternatives and similar repositories for RCESN_spatio_temporal
Users that are interested in RCESN_spatio_temporal are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆102Mar 24, 2023Updated 3 years ago
- Sample code for the NIPS paper "Scalable Variational Inference for Dynamical Systems"☆27Mar 29, 2019Updated 7 years ago
- MATLAB code for Combined Hybrid-Parallel Prediction☆10Nov 14, 2022Updated 3 years ago
- ☆21Sep 28, 2020Updated 5 years ago
- Experiments demonstrating coupled online learning for machine learning parameterizations☆22Mar 25, 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.☆48Jul 25, 2024Updated 2 years ago
- The realisations and examples of algorithms from FEDOT framework☆12May 27, 2021Updated 5 years ago
- ☆19Feb 3, 2022Updated 4 years ago
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆28Nov 22, 2018Updated 7 years ago
- ☆16Jul 18, 2019Updated 7 years ago
- ☆12Nov 13, 2022Updated 3 years ago
- This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the pa…☆42Jan 25, 2020Updated 6 years ago
- Code for Reservoir computing (Echo state network)☆63Oct 25, 2018Updated 7 years ago
- A hackable Lyapunov exponents calculator☆14Feb 8, 2020Updated 6 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.
- Code for "Learning data-driven discretizations for partial differential equations"☆167Aug 19, 2025Updated last year
- Pytorch implementation of the DeepMoD algorithm: [arXiv:1904.09406]☆34Oct 30, 2023Updated 2 years ago
- ☆15Dec 18, 2023Updated 2 years ago
- Fast domain-aware neural network emulation of a planetary boundary layer parameterization in a numerical weather forecast model☆11Mar 26, 2019Updated 7 years ago
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆21Jan 6, 2021Updated 5 years ago
- Matlab implementation of Echo State Network (reservoir computing)☆29Aug 3, 2017Updated 9 years ago
- Quasi-geostrophic spectral solver in PyTorch☆18Sep 18, 2022Updated 3 years ago
- ☆14Jul 1, 2020Updated 6 years ago
- Generalized DBSCAN☆12Apr 28, 2016Updated 10 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Exploit Auto-encoder for exploring and predict flow dynamic☆10Oct 4, 2019Updated 6 years ago
- Gerneral Circulation Models Planet Simulator (PlaSim) and PUMA☆53Mar 23, 2019Updated 7 years ago
- Lua, Fortran and Python implementations of MAOOAM: the Modular Arbitrary-Order Ocean-Atmosphere Model☆22Mar 26, 2021Updated 5 years ago
- Learn how to build mapping apps with ArcGIS API for JavaScript.(WebGIS 入门实战攻略)☆10Jul 10, 2019Updated 7 years ago
- A 2-layer quasi-geostrophic atmospheric model in Python. Can be coupled to a simple land or shallow-water ocean component.☆41Jun 11, 2025Updated last year
- Quasigeostrophic model in python☆156Jul 24, 2026Updated last month
- ☆74Aug 31, 2020Updated 5 years ago
- [Re] Next Generation Reservoir Computing☆11Dec 12, 2022Updated 3 years ago
- A numerical model of atmospheric general circulation on the tropical beta-plane based on the Gill 1980 paper.☆17May 13, 2022Updated 4 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.
- An echo state network (ESN) for video prediction☆11Apr 29, 2020Updated 6 years ago
- Python library for Reservoir Computing using Echo State Networks☆144Jan 4, 2021Updated 5 years ago
- explore the FV3 data for parameterization☆18Jan 7, 2025Updated last year
- Estimate maximum Lyapunov exponent for short time series using Rosenstein, et al. method☆11Jul 26, 2015Updated 11 years ago
- Physics-Informed deep LSTM architecture to forecast Lorenz and MFE fluid systems☆13May 18, 2020Updated 6 years ago
- An MPI-parallelised non-linear shallow water model in 1D.☆13Feb 2, 2021Updated 5 years ago
- Prediction of turbulent heat transfer using convolutional neural networks (CNNs)☆22Jan 22, 2023Updated 3 years ago