DocumentCode
297656
Title
Rain pattern detection by means of packet wavelets
Author
Marazzi, Andrea ; Gamba, Paolo ; Ranzi, Roberto
Author_Institution
Dipartimento di Elettronica, Pavia Univ., Italy
Volume
1
fYear
1996
fDate
27-31 May 1996
Firstpage
266
Abstract
The recent advances in microwave telecommunications and the need for more precise weather forecasting systems are two of the many fields where it is extremely important to be able to analyze quickly, precisely and, possibly, in a fully or partially automatic way, the data obtained by systems like meteorological radars. This work presents a wavelet packet based algorithm, combined with a C-means classifier, for rain patterns detection and tracking from this data. The use of this kind of classification chain is motivated by the high efficiency and low computational load of the wavelet transform algorithm and by the observation that a large class of natural textures can be modeled as quasi-periodic signal, whose dominant frequencies are located in the middle frequency channels, easily provided by this transform. The chain was applied to a radar data sequence of a rain event of Northern Italy. The storm dynamics were studied at different meso-scales
Keywords
atmospheric techniques; geophysical signal processing; meteorological radar; radar signal processing; rain; remote sensing by radar; wavelet transforms; C-means classifier; Italy; algorithm; atmosphere; classification chain; measurement technique; meteorological radar; natural texture; packet wavelet; quasi-periodic signal; radar remote sensing; rain pattern detection; wavelet transform; Discrete wavelet transforms; Filter bank; Frequency conversion; Layout; Meteorological radar; Radar tracking; Rain; Telecommunications; Wavelet packets; Wavelet transforms;
fLanguage
English
Publisher
ieee
Conference_Titel
Geoscience and Remote Sensing Symposium, 1996. IGARSS '96. 'Remote Sensing for a Sustainable Future.', International
Conference_Location
Lincoln, NE
Print_ISBN
0-7803-3068-4
Type
conf
DOI
10.1109/IGARSS.1996.516312
Filename
516312
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