Search
Now showing items 1-10 of 14
Comparing Two Approaches for Assessing Observation Impact
Publisher: American Meteorological Society
Abstract: angland and Baker introduced an approach to assess the impact of observations on the forecasts. In that approach, a state-space aspect of the forecast is defined and a procedure is derived ultimately relating changes in ...
Tracking Atmospheric Instabilities with the Kalman Filter. Part II: Two-Layer Results
Publisher: American Meteorological Society
Abstract: Sequential data assimilation schemes approaching true optimality for sizable atmospheric models are becoming a reality. The behavior of the Kalman filter (KF) under difficult conditions needs therefore to be understood. ...
Tracking Atmospheric Instabilities with the Kalman Filter. Part 1: Methodology and One-Layer Resultst
Publisher: American Meteorological Society
Abstract: Sequential data assimilation schemes approaching true optimality for sizable atmospheric models are becoming a reality. The behavior of the Kalman filter (KF) under difficult conditions needs therefore to be understood. ...
Suboptimal Schemes for Atmospheric Data Assimilation Based on the Kalman Filter
Publisher: American Meteorological Society
Abstract: This work is directed toward approximating the evolution of forecast error covariances for data assimilation. The performance of different algorithms based on simplification of the standard Kalman filter (KF) is studied. ...
Data Assimilation in the Presence of Forecast Bias: The GEOS Moisture Analysis
Publisher: American Meteorological Society
Abstract: The authors describe the application of the unbiased sequential analysis algorithm developed by Dee and da Silva to the Goddard Earth Observing System moisture analysis. The algorithm estimates the slowly varying, systematic ...
Adjoint Estimation of the Variation in Model Functional Output due to the Assimilation of Data
Publisher: American Meteorological Society
Abstract: A parametric approach to the adjoint estimation of the variation in model functional output due to the assimilation of data is considered as a tool to analyze and develop observation impact measures. The parametric approach ...
A Fixed-Lag Kalman Smoother for Retrospective Data Assimilation
Publisher: American Meteorological Society
Abstract: Data assimilation has traditionally been employed to provide initial conditions for numerical weather prediction (NWP). A multiyear time sequence of objective analyses produced by data assimilation can also be used as an ...
Sensitivity to Large-Scale Environmental Fields of the Relaxed Arakawa–Schubert Parameterization in the NASA GEOS-1 GCM
Publisher: American Meteorological Society
Abstract: An adjoint sensitivity analysis of the relaxed Arakawa?Schubert scheme in the National Aeronautics and Space Administration GEOS-1 GCM with respect to perturbations in large-scale environmental fields was conducted. The ...
The THORPEX Observation Impact Intercomparison Experiment
Publisher: American Meteorological Society
Abstract: An experiment is being conducted to directly compare the impact of all assimilated observations on short-range forecast errors in different forecast systems using an adjoint-based technique. The technique allows detailed ...
The Stability of Incremental Analysis Update
Publisher: American Meteorological Society
Abstract: AbstractA recent attempt to downscale the 50-km MERRA-2 analyses to 7 km revealed an instability associated with the incremental analysis update (IAU) procedure that has thus far gone unnoticed. A theoretical study based ...