State-observation augmented diffusion model for nonlinear assimilation with unknown dynamics

Zhuoyuan Li, Bin Dong, Pingwen Zhang

Data assimilation has become a key technique for combining physical models with observational data to estimate state variables. However, classical assimilation algorithms often str…