Earth-Intelligence-Lab / LocalizedWeatherLinks
This repository contains the code and data for the paper "Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data".
☆54Updated 4 months ago
Alternatives and similar repositories for LocalizedWeather
Users that are interested in LocalizedWeather are comparing it to the libraries listed below
Sorting:
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆95Updated 11 months ago
- A collection aiming to bring all the amazing work of Deep Learning for Climate Super-res together.☆106Updated 11 months ago
- Subseasonal forecasting models☆56Updated last year
- ☆35Updated 3 years ago
- A Python package for Earth forecasting transformer☆91Updated last year
- ML Datasets Catalog☆60Updated 2 years ago
- DeepR: Deep Reanalysis☆32Updated 2 years ago
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆97Updated this week
- Deep Learning for empirical DownScaling. Python package with state-of-the-art and novel deep learning algorithms for empirical/statistica…☆98Updated last year
- ☆41Updated 4 years ago
- Ai2 Climate Emulator: fast machine learning models for weather and climate prediction☆181Updated this week
- Software to train/evaluate models to reconstruct missing values in climate data (e.g., HadCRUT4) based on a U-Net with partial convolutio…☆89Updated 3 months ago
- climetlab plugin to access subseasonal to seasonal (S2S) forecasts for the s2s-ai-challenge☆38Updated 2 years ago
- Deep learning approaches for statistical downscaling in climate☆74Updated 3 years ago
- A Python package for tackling diverse environmental prediction tasks with NPs.☆121Updated 3 weeks ago
- post-processing experiments with neural networks☆63Updated 4 years ago
- IGARSS 2024 Tutorial "A Practical Session on Deep Learning Advances for Monitoring and forecasting Natural Hazards"☆31Updated last year
- Implementation of convolutional conditional neural processes for statistical downscaling☆34Updated 4 years ago
- ☆110Updated last year
- A generative foundation model for the kilometer-scale atmosphere☆90Updated last month
- A modular framework for evaluating weather forecasts☆176Updated last week
- Deep Learning for Post-Processing Ensemble Weather Forecasts☆92Updated 2 years ago
- Benchmarking of weather forecasts based on station observations☆85Updated 7 months ago
- spateGAN-ERA5: deep learning based spatio-temporal downscaling of ERA5 precipitation☆34Updated 2 weeks ago
- Software for training, running and analyzing a Deep Learning Earth System Model (DLESyM)☆25Updated 2 weeks ago
- Satellite Optical Flow with machine learning models☆63Updated 2 years ago
- Data access package for the SubseasonalClimateUSA dataset☆36Updated last year
- Evaluation pipelines and components to support the WeatherReal benchmark dataset for weather forecast verification.☆39Updated 10 months ago
- Climate Analytics using Deep Neural Networks in Python.☆67Updated 2 years ago
- machine learning for the atmospheric sciences - a CSU course☆34Updated 2 years ago