yongquan-qu / SLAMSLinks
SLAMS: Score-based Latent Assimilation in Multimodal Setting
☆42Updated last year
Alternatives and similar repositories for SLAMS
Users that are interested in SLAMS are comparing it to the libraries listed below
Sorting:
- A generative foundation model for the kilometer-scale atmosphere☆88Updated last month
- A collection aiming to bring all the amazing work of Deep Learning for Climate Super-res together.☆105Updated 10 months ago
- Benchmarking tools for applying AI/ML to data assimilation☆26Updated 7 months ago
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆94Updated 10 months ago
- ☆26Updated last year
- Implementation of convolutional conditional neural processes for statistical downscaling☆34Updated 4 years ago
- A package to train machine learning models on geospatial data, mainly for weather and climate. Used to run ArchesWeather and ArchesWeathe…☆51Updated this week
- Diffusion for climate downscaling☆79Updated last year
- ☆47Updated last year
- Ai2 Climate Emulator: fast machine learning models for weather and climate prediction☆166Updated this week
- ☆36Updated 4 months ago
- Software to train/evaluate models to reconstruct missing values in climate data (e.g., HadCRUT4) based on a U-Net with partial convolutio…☆90Updated 3 months ago
- ☆40Updated 4 years ago
- Evaluation pipelines and components to support the WeatherReal benchmark dataset for weather forecast verification.☆40Updated 9 months ago
- Scripts and examples for the ENS-10 Ensemble Prediction System machine learning dataset☆29Updated 3 years ago
- Testing out Diffusion-based models for weather and PV forecasting☆18Updated last month
- Adaptation of PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations for emulating high res…☆19Updated 3 weeks ago
- Find and load data from the Brightband AI-ready mirror of the NOAA NASA Joint Archive (NNJA) of Observations for Earth System Reanalysis☆64Updated 2 weeks ago
- DeepR: Deep Reanalysis☆31Updated 2 years ago
- Clean, easier to use version of the downscaling cGAN☆25Updated last year
- Code associated with the paper 'Seasonal Arctic sea ice forecasting with probabilistic deep learning'☆102Updated 2 years ago
- Teleconnection-driven vision transformers for improved long-term forecasting☆33Updated 2 years ago
- ☆36Updated 6 months ago
- AtmoRep model code☆46Updated 10 months ago
- climetlab plugin to access subseasonal to seasonal (S2S) forecasts for the s2s-ai-challenge☆37Updated 2 years ago
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆91Updated this week
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆20Updated 3 years ago
- ☆35Updated 2 years ago
- Stochastic, Recurrent Super-resolution GAN For Downscaling Time-evolving Fields☆73Updated 4 years ago
- generation of training-optimised weather datasets from declarative syntax☆12Updated this week