StevePny / DataAssimBenchLinks
Benchmarking tools for applying AI/ML to data assimilation
☆17Updated 3 weeks ago
Alternatives and similar repositories for DataAssimBench
Users that are interested in DataAssimBench are comparing it to the libraries listed below
Sorting:
- SLAMS: Score-based Latent Assimilation in Multimodal Setting☆38Updated last year
- A ML-oriented generic patcher for xarray data structures.☆18Updated 4 months ago
- A package to train machine learning models on geospatial data, mainly for weather and climate. Used to run ArchesWeather and ArchesWeathe…☆39Updated last week
- ☆14Updated 4 months ago
- A generative foundation model for the kilometer-scale atmosphere☆55Updated last week
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆54Updated last week
- A plugin for climetlab to retrieve the Eumetnet postprocessing benchmark dataset.☆31Updated 8 months ago
- Neural Networks based unified physics parameterization for atmospheric models☆4Updated last year
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆16Updated 2 years ago
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆57Updated 3 months ago
- Find and load data from the Brightband AI-ready mirror of the NOAA NASA Joint Archive (NNJA) of Observations for Earth System Reanalysis☆47Updated last week
- Python library for processing ensemble weather forecasts☆23Updated 3 weeks ago
- ☆15Updated 6 months ago
- ☆28Updated this week
- Pythie is a Python package to postprocess weather forecasts. Presently, it contains the modules: MBM: a module to make member-by-member e…☆11Updated 2 years ago
- A python wrapper for aerobulk (https://github.com/brodeau/aerobulk)☆20Updated 2 months ago
- Create indices for GRIB files and provide an xarray interface.☆14Updated 3 months ago
- Scripts for controlling DA workflows with MPAS-Model and mpas-bundle☆22Updated last week
- Python wrapper for the FV3-based global climate model☆28Updated 3 years ago
- Ai2 Climate Emulator☆99Updated 4 months ago
- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.☆14Updated 4 months ago
- Uncertainty quantification for data-driven weather models.☆13Updated 2 months ago
- ☆53Updated this week
- a toolbox for Earth System Model analysis☆29Updated 3 years ago
- Scripts and examples for the ENS-10 Ensemble Prediction System machine learning dataset☆30Updated 2 years ago
- Repository for "CIRA Guide to Custom Loss Functions for Neural Networks in Environmental Sciences"☆17Updated 4 years ago
- Machine learning models for estimating aleatoric and epistemic uncertainty with evidential and ensemble methods.☆27Updated 9 months ago
- A 2-layer quasi-geostrophic atmospheric model in Python. Can be coupled to a simple land or shallow-water ocean component.☆39Updated 2 weeks ago
- Lorenz 1996 two time-scale model for learning machine learning☆51Updated 4 months ago
- The pylawr package is a Python package to load, process and plot weather radar data. It is developed by the Meteorological Institute of t…☆9Updated last year