Uncertainty-Aware Spatiotemporal Super-Resolution Data Assimilation with Diffusion Models

Aditya Sai Pranith Ayapilla, Kazuya Miyashita, Yuki Yasuda +1

Data assimilation (DA) improves prediction of chaotic systems by combining model forecasts with sparse, noisy observations. Many DA methods are inherently probabilistic, but accura…