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A Statistical Investigation of the Sensitivity of Ensemble-Based Kalman Filters to Covariance Filtering
Publisher: American Meteorological Society
Abstract: his paper investigates the effects of spatial filtering on the ensemble-based estimate of the background error covariance matrix in an ensemble-based Kalman filter (EnKF). In particular, a novel kernel smoothing method ...
Predictive Statistical Representations of Observed and Simulated Rainfall Using Generalized Linear Models
Publisher: American Meteorological Society
Abstract: AbstractThis study explores the feasibility of predicting subdaily variations and the climatological spatial patterns of rain in the tropical Pacific from atmospheric profiles using a set of generalized linear models: ...
Observation Quality Control with a Robust Ensemble Kalman Filter
Publisher: American Meteorological Society
Abstract: urrent ensemble-based Kalman filter (EnKF) algorithms are not robust to gross observation errors caused by technical or human errors during the data collection process. In this paper, the authors consider two types of gross ...
Prediction of Tropical Pacific Rain Rates with Overparameterized Neural Networks
Publisher: American Meteorological Society