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cs.LG2024★ 1 cited
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…
cs.LG2023
Latent assimilation with implicit neural representations for unknown dynamics
Zhuoyuan Li, Bin Dong, Pingwen Zhang
Data assimilation is crucial in a wide range of applications, but it often faces challenges such as high computational costs due to data dimensionality and incomplete understanding…