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Climate Analytics as a ServiceClimate science is a big data domain that is experiencing unprecedented growth. In our efforts to address the big data challenges of climate science, we are moving toward a notion of Climate Analytics-as-a-Service (CAaaS). CAaaS combines high-performance computing and data-proximal analytics with scalable data management, cloud computing virtualization, the notion of adaptive analytics, and a domain-harmonized API to improve the accessibility and usability of large collections of climate data. MERRA Analytic Services (MERRA/AS) provides an example of CAaaS. MERRA/AS enables MapReduce analytics over NASA's Modern-Era Retrospective Analysis for Research and Applications (MERRA) data collection. The MERRA reanalysis integrates observational data with numerical models to produce a global temporally and spatially consistent synthesis of key climate variables. The effectiveness of MERRA/AS has been demonstrated in several applications. In our experience, CAaaS is providing the agility required to meet our customers' increasing and changing data management and data analysis needs.
Document ID
20150000368
Acquisition Source
Goddard Space Flight Center
Document Type
Conference Paper
Authors
Schnase, John L.
(NASA Goddard Space Flight Center Greenbelt, MD United States)
Duffy, Daniel Q.
(NASA Goddard Space Flight Center Greenbelt, MD United States)
McInerney, Mark A.
(NASA Goddard Space Flight Center Greenbelt, MD United States)
Webster, W. Phillip
(NASA Goddard Space Flight Center Greenbelt, MD United States)
Lee, Tsengdar J.
(NASA Headquarters Washington, DC United States)
Date Acquired
January 12, 2015
Publication Date
November 12, 2014
Subject Category
Documentation And Information Science
Meteorology And Climatology
Report/Patent Number
GSFC-E-DAA-TN18630
Meeting Information
Meeting: 2014 Conference on Big Data from Space (BiDS ''14)
Location: Frascati
Country: Italy
Start Date: November 12, 2014
End Date: November 14, 2014
Sponsors: European Space Agency
Distribution Limits
Public
Copyright
Work of the US Gov. Public Use Permitted.
Keywords
big data
analytics
climate
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