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Constrained Quantile Regression Splines for Ensemble Postprocessing
Publisher: American Meteorological Society
Abstract: AbstractStatistical postprocessing of ensemble forecasts is widely applied to make reliable probabilistic weather forecasts. Motivated by the fact that nature imposes few restrictions on the shape of forecast distributions, ...
Bayesian Model Averaging for Wind Speed Ensemble Forecasts Using Wind Speed and Direction
Publisher: American Meteorological Society
Abstract: AbstractIn this paper, probabilistic wind speed forecasts are constructed based on ensemble numerical weather prediction (NWP) forecasts for both wind speed and wind direction. Including other NWP variables in addition to ...
Ensemble Prediction with Different Spatial Resolutions for the 2014 Sochi Winter Olympic Games: The Effects of Calibration and Multimodel Approaches
Publisher: American Meteorological Society
Abstract: hree ensemble prediction systems (EPSs) with different grid spacings are compared and evaluated with respect to their ability to predict wintertime weather in complex terrain. The experiment period was two-and-a-half winter ...
Statistical Postprocessing for Weather Forecasts: Review, Challenges, and Avenues in a Big Data World
Publisher: American Meteorological Society