DocumentCode :
2443513
Title :
A weather radar image prediction method in local parallel computation
Author :
Shinozawa, Kazuhiko ; Fujii, Masaharu ; Sonehara, Noboru
Author_Institution :
NTT Human Interface Labs., Kanagawa, Japan
Volume :
7
fYear :
1994
fDate :
27 Jun-2 Jul 1994
Firstpage :
4210
Abstract :
Proposes a new method for the short term weather radar image prediction which depends on local information of images. A conventional method, called a kinetic method, estimates a moving vector of two radar echo images and predicts future radar echo images. This method cannot predict local changes of radar echoes in the image because they calculate the average radar echo velocity of the whole image. The proposed method treats local changes of radar echoes as local mapping between the images and predicts future radar echo images using a neural network as a nonlinear mapping. The performance of the proposed method is 12% better than a conventional method in the best case of critical success index (CSI) evaluation. The authors propose a linear approximation including terms of diffusion, translation and a sink and source to decrease the calculating costs. This approximation method provides almost the same prediction performance as the nonlinear method, and the calculating time is about 25% less than a nonlinear one
Keywords :
atmospheric techniques; geophysical signal processing; geophysics computing; meteorological radar; motion estimation; neural nets; radar applications; radar imaging; weather forecasting; atmosphere measurement technique; average radar echo velocity; critical success index evaluation; diffusion; linear approximation; local parallel computation; meteorological radar echo images; moving vector estimation; neural network; nonlinear mapping; radar imaging; remote sensing; short-term weather radar image prediction; sink; source; translation; Concurrent computing; Costs; Equations; Kinetic theory; Meteorological radar; Prediction methods; Radar imaging; Shape; Snow; Spaceborne radar;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 1994. IEEE World Congress on Computational Intelligence., 1994 IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-1901-X
Type :
conf
DOI :
10.1109/ICNN.1994.374941
Filename :
374941
Link To Document :
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