论文信息 - Providing distributed forecasts of precipitation using a Bayesian nowcast scheme

Providing distributed forecasts of precipitation using a Bayesian nowcast scheme

This article presents examples of the nowcast products that can be generated using a stochastic Bayesian precipitation nowcast scheme. Using this scheme, one can view QPF distributions, variance (uncertainty) fields and cumulative probability distributions by point/pixel and, by simulating small catchments as a collection of pixels, the uncertainty characteristics at different spatial scales. Copyright © 2005 Royal Meteorological Society

Neil I. Fox | Christopher K. Wikle

[1] Arthur Witt,et al. The Storm Cell Identification and Tracking Algorithm: An Enhanced WSR-88D Algorithm , 1998 .

[2] A. Seed. A Dynamic and Spatial Scaling Approach to Advection Forecasting , 2001 .

[3] Neil I. Fox,et al. A Bayesian Quantitative Precipitation Nowcast Scheme , 2005 .

[4] Ke Xu,et al. A Kernel-Based Spatio-Temporal Dynamical Model for Nowcasting Weather Radar Reflectivities , 2005 .

[5] L. M. Berliner,et al. Hierarchical Bayesian space-time models , 1998, Environmental and Ecological Statistics.

[6] Donald W. Burgess,et al. The Sydney 2000 World Weather Research Programme Forecast Demonstration Project: Overview and Current Status , 2003 .

[7] I. Zawadzki,et al. Scale-Dependence of the Predictability of Precipitation from Continental Radar Images. Part I: Description of the Methodology , 2002 .

[8] L. Mark Berliner,et al. Spatiotemporal Hierarchical Bayesian Modeling Tropical Ocean Surface Winds , 2001 .

[9] Chris G. Collier,et al. GANDOLF: a system for generating automated nowcasts of convective precipitation , 2000 .

[10] C. Wikle. A kernel-based spectral model for non-Gaussian spatio-temporal processes , 2002 .

[11] Neill E. Bowler,et al. Use of a stochastic precipitation nowcast scheme for fluvial flood forecasting and warning , 2005 .

[12] M. Dixon,et al. TITAN: Thunderstorm Identification, Tracking, Analysis, and Nowcasting—A Radar-based Methodology , 1993 .