Ensemble Forecast System at AER

What is an ``ensemble''?

Due to the chaotic nature of the atmosphere, very small changes to the initial conditions of a numerical weather forecast can produce very different outcomes in 2-10 day forecasts. An ensemble of forecasts for a given day is generated from small perturbations to the initial conditions. Positive and negative perturbations are applied at locations in the atmosphere which are most sensitive to initial condition errors. Each perturbed initial condition is used to produce a forecast. Each forecast is called an ``ensemble member''. The range of outcomes in the ensemble forecasts should be a reflection of the uncertainty of the forecasts. If all members forecast similar conditions, the ``spread'' of the ensemble members is small and the forecast is reliable. If the members forecast a wide range of possible weather forecasts for a given day, the spread of the ensemble members is large and the forecast is less reliable.

How are ensemble members used to predict average daily temperature?

TBD

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Last modified: Mon Oct 22 10:45:00 US/Eastern 2001