The hypervariational method: a general, automated technique based on innovations to tune the parameters of the Hybrid covariance matrix

The Hybrid forecast covariance model is an operationally successful way to build a background error covariance matrix. It is constructed as a weighted sum, with scalar weights, of the climatological covariance matrix and a localized ensemble covariance matrix, with a localization matrix typically de