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.
Prior to model training, the ERA5 data were normalized to a range of [0,1] using global minimum and maximum values across the entire domain and period
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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.