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awesome-WeatherAI

A curated list of awesome resources related to using AI for weather forecasting and climate modeling.
https://github.com/HeQinWill/awesome-WeatherAI

Last synced: 3 days ago
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Papers
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- 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)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- 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
- 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)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- ClimaX: A foundation model for weather and climate - Tung Nguyen et al., 2023 👉[ClimaX](#climax)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- The Compatibility between the Pangu Weather Forecasting Model and Meteorological Operational Data - Wencong Cheng et al., 2023 👉[Pangu](#pangu)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
- Accurate medium-range global weather forecasting with 3D neural networks - Kaifeng Bi et al., 2023 👉[Pangu](#pangu)
- Deep learning for twelve hour precipitation forecasts - Lasse Espeholt et al., 2022
- Skilful nowcasting of extreme precipitation with NowcastNet - Yuchen Zhang et al., 2023 👉[NowcastNet](#nowcastnet)
Datasets
- ✨Benchmarks
  - WeatherBench 2
  - ClimateBench
  - paper
  - docs
  - paper
  - WeatherBench
- ✨Raw archives
  - hourly data on single levels from 1940
Models
- ✨Official implements
- ✨Other kits
  - ai-models - ECMWF
  - OpenCastKit - High-Flyer
Blog Posts & News
- ✨Other kits
  - The rise of machine learning in weather forecasting - ECMWF, 2023
  - The AI Forecaster: Machine Learning Takes On Weather Prediction - Eos, 2022

Programming Languages

Python 10 Jupyter Notebook 2

Categories

Papers 188 Models 10 Datasets 7 Blog Posts & News 2

Sub Categories

✨Official implements 8 ✨Benchmarks 6 ✨Other kits 4 ✨Raw archives 1

Keywords

weather-forecast 4 weather 3 earth-science 1 foucastnet 1 benchmark 1 dataset 1 deep-learning 1 advection 1 ensemble-prediction 1 forecast-verification 1 hydrology 1 nowcasting 1 optical-flow 1 precipitation 1 rainfall 1 rainfall-prediction 1 stochastic-processes 1 weather-radar 1