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Yuejiang Yu

2 accepted papers

2024

DiffDA: a Diffusion model for weather-scale Data Assimilation

ICML 2024poster

The generation of initial conditions via accurate data assimilation is crucial for weather forecasting and climate modeling. We propose DiffDA as a denoising diffusion model capable of assimilating atmospheric variables using predicted states and sparse observations. Acknowledging the similarity bet…