IngentaConnect Calibrated Probabilistic Mesoscale Weather Field Forecasting: The...

Authors: Yulia Gel¹; Adrian E. Raftery²; Tilmann Gneiting²

Source: Journal of the American Statistical Association, Volume 99, Number 467, 1 September 2004 , pp. 575-583(9)

Publisher: American Statistical Association

Abstract:

Probabilistic weather forecasting consists of finding a joint probability distribution for future weather quantities or events. It is typically done by using a numerical weather prediction model, perturbing the inputs to the model in various ways, and running the model for each perturbed set of inputs. The result is then viewed as an ensemble of forecasts, taken to be a sample from the joint probability distribution of the future weather quantities of interest. This is typically not feasible for mesoscale weather prediction carried out locally by organizations without the vast data and computing resources of national weather centers. Instead, we propose a simpler method that breaks with much previous practice by perturbing the outputs, or deterministic forecasts, from the model. Forecast errors are modeled using a geostatistical model, and ensemble members are generated by simulating realizations of the geostatistical model. The method is applied to 48-hour mesoscale forecasts of temperature in the North American Pacific Northwest between 2000 and 2002. The resulting forecast intervals turn out to be empirically well calibrated for individual meteorological quantities, to be sharper than those obtained from approximate climatology, and to be consistent with aspects of the spatial correlation structure of the observations.

Keywords: EMPIRICAL CALIBRATION; ENSEMBLE FORECAST; GEOSTATISTICAL SIMULATION; PROBABILISTIC WEATHER PREDICTION

Document Type: Research article

DOI: 10.1198/016214504000000872

Affiliations: 1: Department of Statistics, George Washington University, Washington, DC 20052 2: Department of Statistics, University of Washington, Seattle, WA 98195-4322

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Calibrated Probabilistic Mesoscale Weather Field Forecasting: The Geostatistical Output Perturbation Method