Quantitative Analysis of Apache Storm Applications: The NewsAsset Case Study View Full Text


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Article Info

DATE

2018-04-14

AUTHORS

José I. Requeno, José Merseguer, Simona Bernardi, Diego Perez-Palacin, Giorgos Giotis, Vasilis Papanikolaou

ABSTRACT

The development of Information Systems today faces the era of Big Data. Large volumes of information need to be processed in real-time, for example, for Facebook or Twitter analysis. This paper addresses the redesign of NewsAsset, a commercial product that helps journalists by providing services, which analyzes millions of media items from the social network in real-time. Technologies like Apache Storm can help enormously in this context. We have quantitatively analyzed the new design of NewsAsset to assess whether the introduction of Apache Storm can meet the demanding performance requirements of this media product. Our assessment approach, guided by the Unified Modeling Language (UML), takes advantage, for performance analysis, of the software designs already used for development. In addition, we converted UML into a domain-specific modeling language (DSML) for Apache Storm, thus creating a profile for Storm. Later, we transformed said DSML into an appropriate language for performance evaluation, specifically, stochastic Petri nets. The assessment ended with a successful software design that certainly met the scalability requirements of NewsAsset. More... »

PAGES

1-19

References to SciGraph publications

  • 2015. Model for Performance Analysis of Distributed Stream Processing Applications in DATABASE AND EXPERT SYSTEMS APPLICATIONS
  • 2016. Modeling Performance of Hadoop Applications: A Journey from Queueing Networks to Stochastic Well Formed Nets in ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING
  • 2011-07. A dependability profile within MARTE in SOFTWARE & SYSTEMS MODELING
  • 2016. Performance Analysis of Distributed Stream Processing Applications Through Colored Petri Nets in MATHEMATICAL AND ENGINEERING METHODS IN COMPUTER SCIENCE
  • Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1007/s10796-018-9851-x

    DOI

    http://dx.doi.org/10.1007/s10796-018-9851-x

    DIMENSIONS

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