Matthew Willson
- Probabilistic weather forecasting with machine learning
2024/12/04 by Ilan Price, Álvaro Sánchez‐González, Ferran Alet +9 · 3 voices · 155 citations
Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Climate variability and models #Tropical and Extratropical Cyclones Research
- GraphCast: Learning skillful medium-range global weather forecasting
2022/12/24 by Rémi Lam, Remi Lam, Lam, Remi +35 · 3 voices · 27 citations
Computer Science · Environmental Science · Physics and Astronomy · #Advanced Graph Neural Networks #Atmospheric and Oceanic Physics (physics.ao-ph) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Hydrological Forecasting Using AI #Machine Learning (cs.LG) #cs.LG #physics.ao-ph
- Learning skillful medium-range global weather forecasting
2023/11/14 by Rémi Lam, Álvaro Sánchez‐González, Matthew Willson +15 · 145 citations
Earth and Planetary Sciences · Environmental Science · #Climate variability and models #Meteorological Phenomena and Simulations #Tropical and Extratropical Cyclones Research
- GenCast: Diffusion-based ensemble forecasting for medium-range weather
2023/12/25 by Ilan Price, Price, Ilan, Álvaro Sánchez‐González +23 · 3 voices · 28 citations
Computer Science · Earth and Planetary Sciences · Environmental Science · Physics and Astronomy · #Flood Risk Assessment and Management #Hydrological Forecasting Using AI #Meteorological Phenomena and Simulations #cs.LG #physics.ao-ph
- Skilful precipitation nowcasting using deep generative models of radar
2021/09/29 by Suman Ravuri, Karel Lenc, Matthew Willson +17 · 31 citations
Earth and Planetary Sciences · Environmental Science · #Flood Risk Assessment and Management #Meteorological Phenomena and Simulations #Precipitation Measurement and Analysis
- Skillful joint probabilistic weather forecasting from marginals
2025/06/12 by Ferran Alet, Ilan Price, Alet, Ferran +19 · 14 citations
Earth and Planetary Sciences · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Hydrological Forecasting Using AI #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations #Tropical and Extratropical Cyclones Research