DocumentCode :
2903648
Title :
CloudCast: Cloud computing for short-term mobile weather forecasts
Author :
Krishnappa, Dilip Kumar ; Irwin, David ; Lyons, E. ; Zink, M.
Author_Institution :
Electr. & Comput. Eng. Dept., Univ. of Massachusetts Amherst, Amherst, MA, USA
fYear :
2012
fDate :
1-3 Dec. 2012
Firstpage :
61
Lastpage :
70
Abstract :
Since today´s weather forecasts only cover large regions every few hours, their use in severe weather is limited. In this paper, we present CloudCast, an application that provides short-term weather forecasts depending on users current location. Since severe weather is rare, CloudCast leverages pay-as-you-go cloud platforms to eliminate dedicated computing infrastructure. CloudCast has two components: 1) an architecture linking weather radars to cloud resources, and 2) a Nowcasting algorithm for generating accurate short-term weather forecasts. We study CloudCast´s design space, which requires significant data staging to the cloud. Our results indicate that serial transfers achieve tolerable throughput, while parallel transfers represent a bottleneck for real-time mobile Nowcasting. We also analyze forecast accuracy and show high accuracy for ten minutes in the future. Finally, we execute CloudCast live using an on-campus radar, and show that it delivers a 15-minute Nowcast to a mobile client in less than 2 minutes after data sampling started.
Keywords :
cloud computing; geophysics computing; meteorological radar; mobile computing; weather forecasting; CloudCast design space; cloud computing; cloud resources; data staging; dedicated computing infrastructure elimination; forecast accuracy; oncampus radar; parallel transfers; pay-as-you-go cloud platforms; real-time mobile Nowcasting; short-term mobile weather forecasts; weather radars; Cloud computing; Clouds; Extraterrestrial measurements; Radar; Throughput; Weather forecasting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Performance Computing and Communications Conference (IPCCC), 2012 IEEE 31st International
Conference_Location :
Austin, TX
ISSN :
1097-2641
Print_ISBN :
978-1-4673-4881-2
Type :
conf
DOI :
10.1109/PCCC.2012.6407739
Filename :
6407739
Link To Document :
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