Penalized Ensemble Kalman Filters for High Dimensional Non-linear Systems

Elizabeth Hou, Earl Lawrence, Alfred O. Hero

The ensemble Kalman filter (EnKF) is a data assimilation technique that uses an ensemble of models, updated with data, to track the time evolution of a usually non-linear system. I…