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 language | English |
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Title of host publication | ICPE '21 - Proceedings of the ACM/SPEC International Conference on Performance Engineering |
Publisher | Association for Computing Machinery |
Pages | 117-124 |
Number of pages | 8 |
ISBN (Electronic) | 9781450381949 |
DOIs | |
Publication status | Published - 09 Apr 2021 |
Externally published | Yes |
Event | 2021 ACM/SPEC International Conference on Performance Engineering, ICPE 2021 - Virtual, Online, France Duration: 19 Apr 2021 → 21 Apr 2021 |
Publication series
Name | Proceedings of the ACM/SPEC International Conference on Performance Engineering |
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Conference
Conference | 2021 ACM/SPEC International Conference on Performance Engineering, ICPE 2021 |
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Country/Territory | France |
City | Virtual, Online |
Period | 19/04/2021 → 21/04/2021 |
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