Search
Now showing items 1-4 of 4
Correlation Models for Temperature Fields
Publisher: American Meteorological Society
Abstract: his paper presents derivations of some analytical forms for spatial correlations of evolving random fields governed by a white-noise-driven damped diffusion equation that is the analog of autoregressive order 1 in time and ...
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 ...
Statistical Tests of Taylor’s Hypothesis: An Application to Precipitation Fields
Publisher: American Meteorological Society
Abstract: The Taylor hypothesis (TH) as applied to rainfall is a proposition about the space?time covariance structure of the rainfall field. Specifically, it supposes that if a spatiotemporal precipitation field with a stationary ...
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 ...