Numerical study of high-dimensional covariance estimation and localization for data assimilation

Shay Gilpin, Matthias Morzfeld, Kevin K. Lin

Covariance localization is a critical component of ensemble-based data assimilation (DA) and many current localization schemes simply dampen correlations as a function of distance.…