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Data Assimilation in Slow–Fast Systems Using Homogenized Climate Models
Publisher: American Meteorological Society
Abstract: deterministic multiscale toy model is studied in which a chaotic fast subsystem triggers rare transitions between slow regimes, akin to weather or climate regimes. Using homogenization techniques, a reduced stochastic ...
Nonglobal Parameter Estimation Using Local Ensemble Kalman Filtering
Publisher: American Meteorological Society
Abstract: he authors study parameter estimation for nonglobal parameters in a low-dimensional chaotic model using the local ensemble transform Kalman filter (LETKF). By modifying existing techniques for using observational data to ...
Controlling Overestimation of Error Covariance in Ensemble Kalman Filters with Sparse Observations: A Variance-Limiting Kalman Filter
Publisher: American Meteorological Society
Abstract: he problem of an ensemble Kalman filter when only partial observations are available is considered. In particular, the situation is investigated where the observational space consists of variables that are directly observable ...