2 papers
cs.LG2026
Reinforcement learning based data assimilation for unknown state model
Ziyi Wang, Lijian Jiang
Data assimilation (DA) has increasingly emerged as a critical tool for state estimation across a wide range of applications. It is significantly challenging when the governing equa…
math.DS2024
Model free data assimilation with Takens embedding
Ziyi Wang, Lijian Jiang
In many practical scenarios, the dynamical system is not available and standard data assimilation methods are not applicable. Our objective is to construct a data-driven model for…