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Hybrid Performance Modeling and Prediction of Large-Scale Computing Systems
University of Vienna.
University of Vienna.
Polytechnic University of Catalonia.
Fukuoka Institute of Technology.
2008 (English)In: International Conference on Complex, Intelligent and Software Intensive Systems, 2008, IEEE Computer Society, 2008, 132-138 p.Conference paper, Published paper (Refereed)
Abstract [en]

Performance is a key feature of large-scale computing systems. However, the achieved performance when a certain program is executed is significantly lower than the maximal theoretical performance of the large-scale computing system. The model-based performance evaluation may be used to support the performance-oriented program development for large-scale computing systems. In this paper we present a hybrid approach for performance modeling and prediction of parallel and distributed computing systems, which combines mathematical modeling and discrete-event simulation. We use mathematical modeling to develop parameterized performance models for components of the system. Thereafter, we use discrete-event simulation to describe the structure of system and the interaction among its components. As a result, we obtain a high-level performance model, which combines the evaluation speed of mathematical models with the structure awareness and fidelity of the simulation model. We evaluate empirically our approach with a real-world material science program that comprises more than 15,000 lines of code.

Place, publisher, year, edition, pages
IEEE Computer Society, 2008. 132-138 p.
National Category
Computer Science
Identifiers
URN: urn:nbn:se:lnu:diva-28221DOI: 10.1109/CISIS.2008.20ISBN: 978-0-7695-3109-0 (print)OAI: oai:DiVA.org:lnu-28221DiVA: diva2:641213
Conference
International Conference on Complex, Intelligent and Software Intensive Systems (CISIS 2008), 4-7 March 2008, Barcelona
Available from: 2013-08-15 Created: 2013-08-15 Last updated: 2013-09-13Bibliographically approved

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Publisher's full texthttp://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=4606673&searchWithin%3Dp_Authors%3A.QT.Pllana%2C+S..QT.%26searchWithin%3Dp_Author_Ids%3A37296901700

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Pllana, Sabri

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CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf