A Score-based Nonlinear Filter for Data Assimilation

Feng Bao, Zezhong Zhang, Guannan Zhang

We introduce a score-based generative sampling method for solving the nonlinear filtering problem with robust accuracy. A major drawback of existing nonlinear filtering methods, e.…