microsoft / ADAFLinks
This repository contains the code used for "ADAF: An Artificial Intelligence Data Assimilation Framework for Weather Forecasting"
☆10Updated 9 months ago
Alternatives and similar repositories for ADAF
Users that are interested in ADAF are comparing it to the libraries listed below
Sorting:
- Evaluation pipelines and components to support the WeatherReal benchmark dataset for weather forecast verification.☆38Updated 7 months ago
- Code accompanying our IARAI Weather4cast Challenge☆50Updated 3 years ago
- A benchmark dataset for Machine Learning emulation of atmospheric radiative transfer in weather and climate models (NeurIPS 2021 Datasets…☆40Updated 2 years ago
- ☆41Updated 2 months ago
- AI Challenges based on the SEVIR weather dataset☆45Updated 4 months ago
- ☆40Updated 4 years ago
- A MetNet implementation in Pytorch and fastai☆31Updated 4 years ago
- ☆39Updated 4 years ago
- Code and model benchmarks for "SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology"☆87Updated 5 years ago
- Code for paper "Thunderstorm nowcasting with deep learning: a multi-hazard data fusion model"☆35Updated 2 years ago
- climetlab plugin to access subseasonal to seasonal (S2S) forecasts for the s2s-ai-challenge☆36Updated 2 years ago
- Code for working with the SEVIR weather dataset☆37Updated 3 years ago
- Bias correction of air quality CAMS model predictions by using OpenAQ observations.☆11Updated 4 years ago
- Deep Learning for Post-Processing Ensemble Weather Forecasts☆91Updated 2 years ago
- Official PyTorch implementation of "Self-Attentive Ensemble Transformer: Representing Ensemble Interactions in Neural Networks for Earth …☆14Updated 3 years ago
- Digital Typhoon Dataset☆30Updated 2 months ago
- public codes for fusing CNN networks☆23Updated 5 years ago
- The official code for "Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather Foreca…☆15Updated last year
- Climate Analytics using Deep Neural Networks in Python.☆64Updated 2 years ago
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆89Updated 8 months ago
- Uses machine learning to predict convective initiation and decay from satellite data.☆25Updated 2 years ago
- Scripts and examples for the ENS-10 Ensemble Prediction System machine learning dataset☆29Updated 2 years ago
- ML Datasets Catalog☆58Updated 2 years ago
- Testing out Diffusion-based models for weather and PV forecasting☆15Updated 2 weeks ago
- ☆30Updated last year
- Satellite Optical Flow with machine learning models☆63Updated last year
- RainNet: a convolutional neural network for radar-based precipitation nowcasting☆140Updated 4 years ago
- Code release to showcase potential usages of TAASRAD19 Dataset☆47Updated 4 years ago
- Deep learning models for global weather prediction on a cubed sphere☆95Updated 5 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…☆89Updated 2 weeks ago