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Ensemble Forecasting at NMC: The Generation of Perturbations
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1993
Year
Forecasting MethodologyEngineeringWeather ForecastingClimate ModelingEarth ScienceProbabilistic ForecastingNumerical Weather PredictionData ScienceUncertainty QuantificationAtmospheric ScienceManagementEnsemble ForecastingMeteorologyPredictive AnalyticsGeographyForecastingClimate DynamicsOperational Ensemble ForecastingRegular Analysis CycleEnsemble Algorithm
Abstract On 7 December 1992, The National Meteorological Center (NMC) started operational ensemble forecasting. The ensemble forecast configuration implemented provides 14 independent forecasts every day verifying on days 1–10. In this paper we briefly review existing methods for creating perturbations for ensemble forecasting. We point out that a regular analysis cycle is a “breeding ground” for fast-growing modes. Based on this observation, we devise a simple and inexpensive method to generate growing modes of the atmosphere. The new method, “breeding of growing modes”, or BGM, consists of one additional, perturbed short-range forecast, introduced on top of the regular analysis in an analysis cycle. The difference between the control and perturbed six-hour (first guess) forecast is scaled back to the size of the initial perturbation and then reintroduced onto the new atmospheric analysis. Thus, the perturbation evolves along with the time dependent analysis fields, ensuring that after a few days of cycl...
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