A benchmark of four generative models for UK windstorm fields finds diffusion-GAN best matches storm statistics but overestimates extremes, while U-net diffusion underestimates them.
ERA5 provides hourly estimates of atmospheric variables, which covers the period from 1940 to the present with a spatial resolution of 0.25°×0.25° (Hersbach et al., 2020)
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
physics.ao-ph 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Using Generative Models to Produce Realistic Populations of UK Windstorms
A benchmark of four generative models for UK windstorm fields finds diffusion-GAN best matches storm statistics but overestimates extremes, while U-net diffusion underestimates them.