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A new popularity-based data replication strategy in cloud systems
- Source :
- Multiagent and Grid Systems-An International Journal of Cloud Computing, Multiagent and Grid Systems-An International Journal of Cloud Computing, IOS Press, 2021, 17 (2), pp.159-177. ⟨10.3233/MGS-210348⟩
- Publication Year :
- 2021
- Publisher :
- IOS Press, 2021.
-
Abstract
- International audience; Data-intensive cloud computing systems are growing year by year due to the increasing volume of data. In this context, data replication technique is frequently used to ensure a Quality of service, e.g., performance. However, most of the existing data replication strategies just reproduce the same number of replicas on some nodes, which is certainly not enough for more accurate results. To solve these problems, we propose a new data Replication and Placement strategy based on popularity of User Requests Group (RPURG). It aims to reduce the tenant response time and maximize benefit for the cloud provider while satisfying the Service Level Agreement (SLA). We demonstrate the validity of our strategy in a performance evaluation study. The result of experimentation shown robustness of RPURG.
- Subjects :
- General Computer Science
Computer science
Cloud systems
data replication
cost model
020206 networking & telecommunications
02 engineering and technology
Data science
Popularity
[INFO.INFO-PF]Computer Science [cs]/Performance [cs.PF]
business model
0202 electrical engineering, electronic engineering, information engineering
cloud systems
[INFO]Computer Science [cs]
020201 artificial intelligence & image processing
data management
SLA
performance
Subjects
Details
- ISSN :
- 18759076 and 15741702
- Volume :
- 17
- Database :
- OpenAIRE
- Journal :
- Multiagent and Grid Systems
- Accession number :
- edsair.doi.dedup.....96049c3e995b34728915588390a0216f