LOOPS: a holistic control approach for resource management in cloud computing

Auday Al-Dulaimy, Javid Taheri, Alessandro V. Papadopoulos, Thomas Nolte

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Citations (Scopus)

Abstract

In cloud computing model, resource sharing introduces major benefits for improving resource utilization and total cost of ownership, but it can create technical challenges on the running performance. In practice, orchestrators are required to allocate sufficient physical resources to each Virtual Machine (VM) to meet a set of predefined performance goals. To ensure a specific service level objective, the orchestrator needs to be equipped with a dynamic tool for assigning computing resources to each VM, based on the run-Time state of the target environment. To this end, we present LOOPS, a multi-loop control approach, to allocate resources to VMs based on the service level agreement (SLA) requirements and the run-Time conditions. LOOPS is mainly composed of one essential unit to monitor VMs, and three control levels to allocate resources to VMs based on requests from the essential node. A tailor-made controller is proposed with each level to regulate contention among collocated VMs, to reallocate resources if required, and to migrate VMs from one host to another. The three levels work together to meet the required SLA. The experimental results have shown that the proposed approach can meet applications' performance goals by assigning the resources required by cloud-based applications.

Original languageEnglish
Title of host publicationICPE '21 - Proceedings of the ACM/SPEC International Conference on Performance Engineering
PublisherAssociation for Computing Machinery
Pages117-124
Number of pages8
ISBN (Electronic)9781450381949
DOIs
Publication statusPublished - 09 Apr 2021
Externally publishedYes
Event2021 ACM/SPEC International Conference on Performance Engineering, ICPE 2021 - Virtual, Online, France
Duration: 19 Apr 202121 Apr 2021

Publication series

NameProceedings of the ACM/SPEC International Conference on Performance Engineering

Conference

Conference2021 ACM/SPEC International Conference on Performance Engineering, ICPE 2021
Country/TerritoryFrance
CityVirtual, Online
Period19/04/202121/04/2021

Bibliographical note

Publisher Copyright:
© 2021 ACM.

Keywords

  • auto-scaling
  • cloud computing
  • horizontal scaling
  • resource management
  • vertical scaling
  • VM migration

ASJC Scopus subject areas

  • Computer Science Applications
  • Hardware and Architecture
  • Software

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