Latent Autoencoder Ensemble Kalman Filter for Nonlinear Data assimilation

Xin T. Tong, Yanyan Wang, Liang Yan

The ensemble Kalman filter (EnKF) is widely used for data assimilation in high-dimensional systems, but its performance often deteriorates for strongly nonlinear dynamics due to th…