DocumentCode :
513231
Title :
Scale decomposition of precipitation patterns and nowcasting in a high-resolution X-band radar network
Author :
Ruzanski, Evan ; Wang, Yanting ; Chandrasekar, V.
Author_Institution :
Dept. of Electr. & Comput. Eng., Colorado State Univ., Fort Collins, CO, USA
Volume :
3
fYear :
2009
fDate :
12-17 July 2009
Abstract :
Shortterm weather forecasting (nowcasting) performance can be improved by spatially filtering radar images of precipitation patterns and either predicting only those precipitation scales most representative of pattern motion or removing unpredictable scales after prediction. Previous research has shown that improvement in nowcasting precision can be obtained by first applying an elliptical spatial filtering procedure to observed WSR-88D Vertically Integrated Liquid water data to predict larger-scale features believed to better represent the motion of precipitation patterns. Another study used the wavelet transform to develop measures of predictability at each scale and designed adaptive wavelet filters to remove perishable scales from predicted continental-scale reflectivity data. This study investigated the adaptation of both approaches and Fourier filtering to examine the effects of scale filtering on nowcasting performance using a spectral-based nowcasting method and high-resolution Collaborative Adaptive Sensing of the Atmosphere radar reflectivity data.
Keywords :
atmospheric precipitation; discrete Fourier transforms; geophysical signal processing; meteorological radar; remote sensing by radar; wavelet transforms; weather forecasting; Fourier filtering; WSR-88D vertically integrated liquid water; atmosphere radar reflectivity; elliptical spatial filtering; high-resolution X-band radar network; high-resolution collaborative adaptive sensing; precipitation patterns; scale decomposition; short-term weather forecasting; spectral-based nowcasting method; wavelet transform; Adaptive filters; Atmosphere; Collaboration; Filtering; Low pass filters; Meteorological radar; Motion estimation; Radar imaging; Reflectivity; Storms; Discrete Fourier transforms; linear systems; meteorological radar; prediction methods; wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium,2009 IEEE International,IGARSS 2009
Conference_Location :
Cape Town
Print_ISBN :
978-1-4244-3394-0
Electronic_ISBN :
978-1-4244-3395-7
Type :
conf
DOI :
10.1109/IGARSS.2009.5417899
Filename :
5417899
Link To Document :
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