StevePny / DataAssimBenchLinks
Benchmarking tools for applying AI/ML to data assimilation
☆23Updated 3 months 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☆40Updated last year
- ☆16Updated 6 months ago
- A generative foundation model for the kilometer-scale atmosphere☆72Updated last month
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆18Updated 2 years ago
- Find and load data from the Brightband AI-ready mirror of the NOAA NASA Joint Archive (NNJA) of Observations for Earth System Reanalysis☆62Updated last month
- Ai2 Climate Emulator☆120Updated last week
- A plugin for climetlab to retrieve the Eumetnet postprocessing benchmark dataset.☆31Updated this week
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆67Updated this week
- Lorenz 1996 two time-scale model for learning machine learning☆54Updated last month
- Software for training, running and analyzing a Deep Learning Earth System Model (DLESyM)☆21Updated 2 months ago
- ☆13Updated 2 years ago
- Testing out Diffusion-based models for weather and PV forecasting☆15Updated last month
- A package to train machine learning models on geospatial data, mainly for weather and climate. Used to run ArchesWeather and ArchesWeathe…☆46Updated this week
- generation of training-optimised weather datasets from declarative syntax☆11Updated 3 months ago
- ☆97Updated last year
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆59Updated 6 months ago
- Official implementation of Score-based Data Assimilation☆72Updated last year
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆87Updated 6 months ago
- Machine learning models for estimating aleatoric and epistemic uncertainty with evidential and ensemble methods.☆27Updated 2 months ago
- Code for neural network parameterization project☆75Updated 5 years ago
- Scripts and examples for the ENS-10 Ensemble Prediction System machine learning dataset☆30Updated 2 years ago
- ☆32Updated last week
- Python library for processing ensemble weather forecasts☆23Updated 3 months ago
- Evaluation pipelines and components to support the WeatherReal benchmark dataset for weather forecast verification.☆31Updated 5 months ago
- A spherical CNN for weather forecasting☆72Updated 2 years ago
- A collection aiming to bring all the amazing work of Deep Learning for Climate Super-res together.☆100Updated 6 months ago
- Python codes for studying predictability and data assimlation with a surface quasi-geostrophic turbulence model☆34Updated 6 months ago
- Global Ocean Emulator☆33Updated 2 months ago
- ☆31Updated this week
- MILES Community Research Digital Intelligence Twin (CREDIT): research platform for AI numerical weather prediction models.☆54Updated this week