Climate Generator: Learning the Forcing-Response Relationship in Climate Systems (ClimGen)
PI: Tse-Chun Chen, Energy and Environment Directorate
ClimGen generates rapid and realistic distributional Earth system response scenarios given top-of-atmosphere radiative forcing perturbations. This is accomplished via a denoising diffusion probabilistic model, which was used to capture the distribution of the Earth system responses.