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Spatiotemporally Coherent Probabilistic Generation of Weather from Climate

Spatiotemporally Coherent Probabilistic Generation of Weather from Climate

Local climate information is crucial for impact assessment and decision-making, yet coarse global climate simulations cannot capture small-scale phenomena. Current statistical downscaling methods infer these phenomena as temporally decoupled spatial patches. However, to preserve physical properties, estimating spatio-temporally coherent high-resolution weather dynamics for multiple variables across long time horizons is …