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Journal of Physics : Conference Series
Article . 2015 . Peer-reviewed
License: CC BY
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CERN Document Server
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Big data analytics as a service infrastructure: challenges, desired properties and solutions

Authors: Martın-Marquez Manuel;

Big data analytics as a service infrastructure: challenges, desired properties and solutions

Abstract

CERN’s accelerator complex generates a very large amount of data. A large volumen of heterogeneous data is constantly generated from control equipment and monitoring agents. These data must be stored and analysed. Over the decades, CERN’s researching and engineering teams have applied different approaches, techniques and technologies for this purpose. This situation has minimised the necessary collaboration and, more relevantly, the cross data analytics over different domains. These two factors are essential to unlock hidden insights and correlations between the underlying processes, which enable better and more efficient daily-based accelerator operations and more informed decisions. The proposed Big Data Analytics as a Service Infrastructure aims to: (1) integrate the existing developments; (2) centralise and standardise the complex data analytics needs for CERN’s research and engineering community; (3) deliver real-time, batch data analytics and information discovery capabilities; and (4) provide transparent access and Extract, Transform and Load (ETL), mechanisms to the various and mission-critical existing data repositories. This paper presents the desired objectives and properties resulting from the analysis of CERN’s data analytics requirements; the main challenges: technological, collaborative and educational and; potential solutions.

Subjects by Vocabulary

Microsoft Academic Graph classification: Complex data type Engineering business.industry Big data Data science World Wide Web Software analytics Analytics Spark (mathematics) Business intelligence Data analysis Information discovery business

Keywords

History, Computing and Computers, Computer Science Applications, Education

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    influence
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
gold