Does Increased Predicted Warm-Season Rainfall Indicate Enhanced Likelihood of Rain Occurrence?

Abstract The likelihood of simulated rainfall above a specified threshold being observed is evaluated as a function of the amounts predicted by two mesoscale models. Evaluations are performed for 20 warm-season mesoscale convective system events over the upper Midwest of the United States. Simulations were performed using 10-km versions of the National Centers for Environmental Prediction Eta Model and the Weather Research and Forecasting (WRF) model, with two different convective parameterizations tested in both models. It was found that, despite large differences in the biases of these different models and configurations, a robust relationship was present whereby a substantial increase in the likelihood of observed rainfall exceeding a specified threshold occurred in areas where the model runs forecast higher rainfall amounts. Rainfall was found to be less likely to occur in those areas where the models indicated no rainfall than it was elsewhere in the domain; it was more likely to occur in those regio...

[1]  Thomas M. Hamill,et al.  Verification of Eta–RSM Short-Range Ensemble Forecasts , 1997 .

[2]  Z. Janjic The Step-Mountain Eta Coordinate Model: Further Developments of the Convection, Viscous Sublayer, and Turbulence Closure Schemes , 1994 .

[3]  Jimy Dudhia,et al.  Prototypes for the WRF (Weather Research and Forecasting) model [presentation] , 2001 .

[4]  F. Atger Verification of intense precipitation forecasts from single models and ensemble prediction systems , 2001 .

[5]  Moti Segal,et al.  Impact of Improved Initialization of Mesoscale Features on Convective System Rainfall in 10-km Eta Simulations , 2001 .

[6]  D. Wilks Probabilistic quantitative precipitation forecasts derived from PoPs and conditional precipitation amount climatologies , 1990 .

[7]  William A. Gallus,et al.  Eta Simulations of Three Extreme Precipitation Events: Sensitivity to Resolution and Convective Parameterization , 1999 .

[8]  B. Schwartz Verification of RUC2 Precipitation Forecasts using the NCEP Multisensor Analysis , 2000 .

[9]  R. Treadon,et al.  A Tutorial on Lateral Boundary Conditions as a Basic and Potentially Serious Limitation to Regional Numerical Weather Prediction , 1997 .

[10]  John S. Kain,et al.  Convective parameterization for mesoscale models : The Kain-Fritsch Scheme , 1993 .

[11]  Slobodan Nickovic,et al.  The Step-Mountain Coordinate: Model Description and Performance for Cases of Alpine Lee Cyclogenesis and for a Case of an Appalachian Redevelopment , 1988 .

[12]  David J. Stensrud,et al.  Using Initial Condition and Model Physics Perturbations in Short-Range Ensemble Simulations of Mesoscale Convective Systems , 2000 .

[13]  David J. Stensrud,et al.  The Correspondence Ratio in Forecast Evaluation , 2000 .

[14]  Roberto Buizza,et al.  Quantitative Precipitation Forecasts over the United States by the ECMWF Ensemble Prediction System , 2001 .

[15]  D. Stensrud,et al.  Evaluation of a Short-Range Multimodel Ensemble System , 2001 .

[16]  A. Hollingsworth,et al.  Probabilistic Predictions of Precipitation Using the ECMWF Ensemble Prediction System , 1999 .

[17]  A. Betts,et al.  A new convective adjustment scheme. Part II: Single column tests using GATE wave, BOMEX, ATEX and arctic air‐mass data sets , 1986 .

[18]  Nicholas E. Graham,et al.  Conditional Probabilities, Relative Operating Characteristics, and Relative Operating Levels , 1999 .