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Goswami et al. 2005
Goswami, P., Gouda, K.C. and Talagrand, O. (2005). Ensemble initial conditions through 4D-Var assimilation. Geophysical Research Letters 32: doi: 10.1029/2005GL022542. issn: 0094-8276.

The methodology to generate members of an ensemble is an important issue in operational forecasting; currently a number of procedures are followed at different operational centres. In the present work we propose and evaluate a methodology where a dynamically consistent set of initial conditions is generated through 4D-Var assimilation procedure. The perturbations are generated through 4D-Var assimilation with different information (observation) content, either through a variation in the frequency of observations or a variation in the length of assimilation window. We adopt a representative non-linear system, viz. the three-variable Lorenz system and show that ensemble forecasts generated through 4D-Var assimilation show less error than those generated from initial conditions (with similar amplitude of perturbation) adopted arbitrarily. Another advantage of the procedure is that it provides a (variable-specific) estimate of the maximum allowed amplitude and spread of perturbations.

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Abstract

Keywords
Mathematical Geophysics, Prediction (3245, 4263), Mathematical Geophysics, Probabilistic forecasting, Mathematical Geophysics, Uncertainty quantification, Atmospheric Processes, Data assimilation, Nonlinear Geophysics, Chaos
Journal
Geophysical Research Letters
http://www.agu.org/journals/gl/
Publisher
American Geophysical Union
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