Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-WeatherAI
A curated list of awesome resources related to using AI for weather forecasting and climate modeling.
https://github.com/HeQinWill/awesome-WeatherAI
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Can Machines Learn to Predict Weather? Using Deep Learning to Predict Gridded 500-hPa Geopotential Height From Historical Weather Data - Jonathan A. Weyn et al., 2019
- ClimaX: A foundation model for weather and climate - Tung Nguyen et al., 2023 👉[ClimaX](#climax)
- Conditional Local Convolution for Spatio-temporal Meteorological Forecasting - Haitao Lin et al., 2021
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- FengWu: Pushing the Skillful Global Medium-range Weather Forecast beyond 10 Days Lead - Kang Chen et al., 2023
- FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators - Jaideep Pathak et al., 2022 👉[FourCastNet](#fourcastnet)
- FuXi: A cascade machine learning forecasting system for 15-day global weather forecast - Lei Chen et al., 2023 👉[FuXi](#fuxi)
- GraphCast: Learning skillful medium-range global weather forecasting - Remi Lam et al., 2022 👉[GraphCast](#graphcast)
- Improving Data-Driven Global Weather Prediction Using Deep Convolutional Neural Networks on a Cubed Sphere - Jonathan A. Weyn et al., 2020
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Sub-Seasonal Forecasting With a Large Ensemble of Deep-Learning Weather Prediction Models - Jonathan A. Weyn et al., 2021
- SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation - Yuan Hu et al., 2023
- The Compatibility between the Pangu Weather Forecasting Model and Meteorological Operational Data - Wencong Cheng et al., 2023 👉[Pangu](#pangu)
- hourly data on pressure levels from 1940
- hourly data on single levels from 1940
- WeatherBench
- paper
- WeatherBench 2
- docs
- ClimateBench
- paper
- ClimaX - Microsoft
- FourCastNet - NVIDIA
- FuXi - Fudan
- GraphCast - DeepMind
- NowcastNet - Tsinghua
- Pangu - Huawei
- pySTEPS
- ai-models - ECMWF
- OpenCastKit - High-Flyer
- The rise of machine learning in weather forecasting - ECMWF, 2023
- The AI Forecaster: Machine Learning Takes On Weather Prediction - Eos, 2022
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