yongquan-qu / SLAMSLinks
SLAMS: Score-based Latent Assimilation in Multimodal Setting
☆39Updated last year
Alternatives and similar repositories for SLAMS
Users that are interested in SLAMS are comparing it to the libraries listed below
Sorting:
- A collection aiming to bring all the amazing work of Deep Learning for Climate Super-res together.☆100Updated 5 months ago
- Diffusion for climate downscaling☆66Updated last year
- ☆26Updated last year
- A generative foundation model for the kilometer-scale atmosphere☆65Updated last month
- Implementation of convolutional conditional neural processes for statistical downscaling☆33Updated 4 years ago
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆87Updated 5 months ago
- ☆31Updated 3 months ago
- Ai2 Climate Emulator☆112Updated 3 weeks ago
- Benchmarking tools for applying AI/ML to data assimilation☆20Updated 2 months ago
- A package to train machine learning models on geospatial data, mainly for weather and climate. Used to run ArchesWeather and ArchesWeathe…☆45Updated last week
- ☆40Updated 3 years ago
- Evaluation pipelines and components to support the WeatherReal benchmark dataset for weather forecast verification.☆30Updated 4 months ago
- Testing out Diffusion-based models for weather and PV forecasting☆14Updated last month
- ☆46Updated 7 months ago
- Scripts and examples for the ENS-10 Ensemble Prediction System machine learning dataset☆30Updated 2 years ago
- ☆34Updated 2 years ago
- Software to train/evaluate models to reconstruct missing values in climate data (e.g., HadCRUT4) based on a U-Net with partial convolutio…☆86Updated this week
- Adaptation of PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations for emulating high res…☆18Updated last week
- Research Software for Neural Weather Prediction for Limited Area Modeling☆173Updated last month
- climetlab plugin to access subseasonal to seasonal (S2S) forecasts for the s2s-ai-challenge☆36Updated last year
- Clean, easier to use version of the downscaling cGAN☆23Updated last year
- Deep Learning for empirical DownScaling. Python package with state-of-the-art and novel deep learning algorithms for empirical/statistica…☆93Updated last year
- This repository contains the code and data for the paper "Multi-Modal Graph Neural Networks for Localized Off-Grid Weather Forecasting".☆40Updated 3 months ago
- Stochastic, Recurrent Super-resolution GAN For Downscaling Time-evolving Fields☆72Updated 4 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☆48Updated this week
- AtmoRep model code☆46Updated 4 months ago
- ☆18Updated 4 months ago
- Uncertainty quantification for data-driven weather models.☆14Updated 4 months ago
- Wind speed downscaling via Diffusion Models, from ERA5 to CERRA in the mediterranean region☆24Updated last year
- DeepR: Deep Reanalysis☆26Updated last year