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タイトルClimate Analytics as a Service
本文(外部サイト)http://hdl.handle.net/2060/20150000368
著者(英)Duffy, Daniel Q.; Schnase, John L.; Lee, Tsengdar J.; Webster, W. Phillip; McInerney, Mark A.
発行日2014-11-12
言語eng
内容記述Climate 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.
NASA分類Documentation and Information Science; Meteorology and Climatology
レポートNOGSFC-E-DAA-TN18630
権利No Copyright


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