There are 8 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 an atmosphere model that is designed to leverage data assimilation and machine learning tools for modeling and calibrating subgrid-scale processes.
Official implementation of Score-based Data Assimilation
Generative adversarial networks (GAN) in a reduced-order model (ROM) framework for time series prediction, data assimilation and uncertainty quantification
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
Benchmarking tools for applying AI/ML to data assimilation
Postdoctoral project on construction of an EnOI (Ensemble Optimal Interpolation) data assimilation model for ocean current forecasts
Code used in the project "Leveraging data assimilation and monitoring data for improvement of crop growth estimates in protected environments". It includes tomato models implementations, and scripts for data preparation, model calibration, assimilation, sensitivity analysis, visualization strategies and other assessments performed.
Awesome-AI4Earth: a curated list of machine learning in Earth System, especially for weather and climate.
2024 University of Reading data assimilation training course practical
Couplings for nonlinear ensemble filtering
A MATLAB suite of initial value problems
Universal Multi-Domain Local Ensemble Transform Kalman Filter
Using Earth observation for Crop Monitoring (iEOCM) Workshop
Techniques of Reduced Order Modelling for Data Assimilation using OpenFOAM-6.
A Python-based Blended sEamLess soLver for Atmospheric dynamics coupled to an ensemble data assimilation engine