DocumentCode :
44670
Title :
A MapReduce Technique to Mosaic Continental-Scale Weather Radar Data in Real-Time
Author :
Lakshmanan, Venkatachalam ; Humphrey, Timothy W.
Author_Institution :
Cooperative Inst. of Mesoscale Meteorol. Studies, Univ. of Oklahoma, Norman, OK, USA
Volume :
7
Issue :
2
fYear :
2014
fDate :
Feb. 2014
Firstpage :
721
Lastpage :
732
Abstract :
It is necessary to create continental-scale mosaics of radar data in real-time for applications ranging from precipitation estimation, hail diagnosis and tornado warnings to public awareness. Because of the high temporal and spatial resolution of data available from the United States´ network of weather radars, creating radar mosaics in real-time has been possible only through compromises on the quality, timeliness or resolution of the mosaics. MapReduce is a programming model that can be employed for processing and generating large data sets by distributing parallel computations and data storage across a distributed cluster of machines. In this paper, a MapReduce approach to computing radar mosaics on a distributed cluster of compute nodes is presented. The approach is massively scalable, and is able to create high-resolution 3D radar mosaics over the Continental United States in real-time.
Keywords :
atmospheric measuring apparatus; atmospheric techniques; meteorological radar; remote sensing by radar; Continental United States; MapReduce approach; MapReduce technique; United States network; hail diagnosis; mosaic continental-scale weather radar data; mosaic quality; mosaic resolution; mosaic timeliness; precipitation estimation; public awareness; tornado warnings; Computational complexity; Meteorological radar; Meteorology; Radar remote sensing; Real-time systems; Three-dimensional displays; MapReduce; radar mosaic; weather radar;
fLanguage :
English
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
Publisher :
ieee
ISSN :
1939-1404
Type :
jour
DOI :
10.1109/JSTARS.2013.2282040
Filename :
6626353
Link To Document :
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