AI for Extreme Weather Events

AI for Extreme Weather Events (slides)

Overview lecture Introductory Educational materials South America Extreme Weather Reinforcement Learning Supervised Learning Unsupervised Learning

World Weather Attribution

Web application Introductory Research Global Extreme Weather

MetNet: A Neural Weather Model for Precipitation Forecasting

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

MetNet-2

Journal article Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

FourCastNet

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Supervised Learning Reinforcement Learning

Pangu-Weather

Journal article Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

GraphCast

Journal article Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

ClimaX

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere (SFNO)

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

MetNet-3: A state-of-the-art neural weather model available in Google products

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

AtmoRep

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

AIFS (AI Integrated Forecasting System)

Blog post Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

Neural GCMs

Journal article Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

Stormer: Scaling transformer neural networks for skillful and reliable medium-range weather forecasting

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

Aurora

Journal article Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

Prithvi WxC: Foundation Model for Weather and Climate

Conference paper Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

AI foundation models for weather and climate: Applications, design, and implementation

Preprint paper Intermediate Research Global Weather & Climate Extreme Weather Supervised Learning Unsupervised Learning

Long-term drought prediction using deep neural networks based on geospatial weather data

Journal article Advanced Research Global Weather & Climate Extreme Weather Supervised Learning Unsupervised Learning