There are 5 repositories under data-assimilation topic.
🌊 Julia software for fast, friendly, flexible, ocean-flavored fluid dynamics on CPUs and GPUs
Data Assimilation with Python: a Package for Experimental Research
PDE-Net: Learning PDEs from Data
The Predictive Ecosystem Analyzer (PEcAn) is an integrated ecological bioinformatics toolbox.
Tutorials on data assimilation (DA) and the EnKF
State estimation, smoothing and parameter estimation using Kalman and particle filters.
ClimaAtmos.jl is a library for building atmospheric circulation models that is designed from the outset to leverage data assimilation and machine learning tools. We welcome contributions!
Official implementation of Score-based Data Assimilation
This is a 'hands-on' tutorial for the RIKEN International School on Data Assimilation (RISDA2018).
Notebooks on production optimisation and history matching
Data Assimilation for Agent-Based Models - A research project at the University of Leeds, funded by the European Research Council
Postdoctoral project on construction of an EnOI (Ensemble Optimal Interpolation) data assimilation model for ocean current forecasts
A MATLAB suite of initial value problems
Techniques of Reduced Order Modelling for Data Assimilation using OpenFOAM-6.
GHER documentation
Using Earth observation for Crop Monitoring (iEOCM) Workshop
Couplings for nonlinear ensemble filtering
A companion repository to "A low-rank ensemble Kalman filter for elliptic observations" by Le Provost et al. (2022)
This repository is the reproducible code of the paper Data Assimilation using ERA5, ASOS, and the U-STN model for Weather Forecasting over the UK. This paper has been accepted in the NeurIPS 2023 Workshop: Tackling Climate Change with Machine Learning.
Materials for NCEO crop modelling, Earth Observation and DA workshop in Accra
Benchmarking tools for applying AI/ML to data assimilation
Universal Multi-Domain Local Ensemble Transform Kalman Filter