francois-rozet / sda
Official implementation of Score-based Data Assimilation
☆55Updated last year
Alternatives and similar repositories for sda:
Users that are interested in sda are comparing it to the libraries listed below
- A package to train machine learning models on geospatial data, mainly for weather and climate. Used to run ArchesWeather and ArchesWeathe…☆33Updated 2 weeks ago
- This code accompanies the manuscript "A Generative Framework for Probabilistic, Spatiotemporally Coherent Downscaling of Climate Simulati…☆20Updated 2 months ago
- Benchmarking tools for applying AI/ML to data assimilation☆14Updated this week
- SLAMS: Score-based Latent Assimilation in Multimodal Setting☆37Updated 10 months ago
- Use Deep Learning in Data Assimilation☆41Updated 3 months ago
- Regional Ocean Forecasting with Hierarchical Graph Neural Networks☆13Updated last week
- Lorenz 1996 two time-scale model for learning machine learning☆50Updated 2 months ago
- ☆24Updated last year
- Streamlined version of the 4dvarnet algorithm: probably a good starting point to understand and applying it☆9Updated this week
- Ai2 Climate Emulator☆88Updated 2 months ago
- ☆19Updated last month
- ☆65Updated last year
- ☆35Updated 3 years ago
- A modular framework for evaluating weather forecasts☆85Updated this week
- Diffusion for climate downscaling☆56Updated 9 months ago
- ☆26Updated 5 months ago
- ☆41Updated 3 months ago
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆84Updated last month
- AtmoRep model code☆46Updated last month
- Research Software for Neural Weather Prediction for Limited Area Modeling☆149Updated last month
- ☆90Updated 11 months ago
- Scripts and examples for the ENS-10 Ensemble Prediction System machine learning dataset☆30Updated 2 years ago
- Differentiable neural-network solver for data assimilation of ice shelves written in JAX☆21Updated last week
- Quasigeostrophic model in JAX (port of PyQG)☆19Updated 4 months ago
- OceanBench - SSH edition☆18Updated last year
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme and discrete meteorologica…☆42Updated this week
- Code for neural network parameterization project☆18Updated last year
- Run AI NWP forecasts hassle-free, serverless in the cloud!☆113Updated last year
- A spherical CNN for weather forecasting☆71Updated 2 years ago
- ClimODE: Climate and Weather Forecasting With Physics-informed Neural ODEs☆91Updated 3 weeks ago