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Multi-agent based dynamic resource provisioning and monitoring for cloud computing systems infrastructure

  • Jordan University of Science and Technology

Research output: Contribution to journalArticlepeer-review

91 Scopus citations

Abstract

The cloud computing paradigm provides a shared pool of resources and services with different models delivered to the customers through the Internet via an on-demand dynamically-scalable form charged using a pay-per-use model. The main problem we tackle in this paper is to optimize the resource provisioning task by shortening the completion time for the customers’ tasks while minimizing the associated cost. This study presents the dynamic resources provisioning and monitoring (DRPM) system, a multi-agent system to manage the cloud provider’s resources while taking into account the customers’ quality of service requirements as determined by the service-level agreement (SLA). Moreover, DRPM includes a new virtual machine selection algorithm called the host fault detection algorithm. The proposed DRPM system is evaluated using the CloudSim tool. The results show that using the DRPM system increases resource utilization and decreases power consumption while avoiding SLA violations.

Original languageEnglish
Pages (from-to)919-932
Number of pages14
JournalCluster Computing
Volume18
Issue number2
DOIs
StatePublished - 1 Jun 2015
Externally publishedYes

Keywords

  • Cloud computing
  • Multi-agent system
  • Regression analysis
  • Resource provisioning

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