A graph clustering approach to localization for adaptive covariance tuning in data assimilation based on state-observation mapping

S Cheng, JP Argaud, B Iooss, A Ponçot… - Mathematical …, 2021 - Springer
An original graph clustering approach for the efficient localization of error covariances is
proposed within an ensemble-variational data assimilation framework. Here, the localization …

Error covariance specification and localization in data assimilation with industrial application

S Cheng - 2020 - theses.hal.science
Data assimilation techniques are widely applied in industrial problems of field reconstruction
or parameter identification. The error covariance matrices, especially the background matrix …