Bounding aggregations on bulk arrivals for performance analysis of clouds

Farah Ait-Salaht, Hind Castel

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Considering a cloud system, we propose in this paper to apply bounding aggregations for mathematical analysis of a data center. Modeled as a hysteresis queueing system, a data center is characterized by forward and backward thresholds which allow to represent its dynamic behavior. The client requests (or jobs) are represented by bulk arrivals which arrive into the buffers and are executed by Virtual Machines (VMs). According to the occupation of the queue and the thresholds, the VMs are activated and deactivated. The system is represented by a complex Markov chain which is difficult to analyze when the size of the system is huge. We propose to use in this case bounding aggregations on the batch arrivals, in order to compute performance measure bounds. We present some numerical results for the performance measures in order to compare the bounding values with the exact ones according to the different input parameters. The relevance of this paper is to propose a tradeoff between computational complexity and accuracy of the results, which provides very interesting solutions in networking dimensioning.

Original languageEnglish
Title of host publication2015 IEEE/ACS 12th International Conference of Computer Systems and Applications, AICCSA 2015
PublisherIEEE Computer Society
ISBN (Electronic)9781509004782
DOIs
Publication statusPublished - 7 Jul 2016
Externally publishedYes
Event12th IEEE/ACS International Conference of Computer Systems and Applications, AICCSA 2015 - Marrakech, Morocco
Duration: 17 Nov 201520 Nov 2015

Publication series

NameProceedings of IEEE/ACS International Conference on Computer Systems and Applications, AICCSA
Volume2016-July
ISSN (Print)2161-5322
ISSN (Electronic)2161-5330

Conference

Conference12th IEEE/ACS International Conference of Computer Systems and Applications, AICCSA 2015
Country/TerritoryMorocco
CityMarrakech
Period17/11/1520/11/15

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