1. A new popularity-based data replication strategy in cloud systems
- Author
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Riad Mokadem, Abdenour Lazeb, Ghalem Belalem, Université d'Oran 1 Ahmed Ben Bella [Oran], Optimisation Dynamique de Requêtes Réparties à grande échelle (IRIT-PYRAMIDE), Institut de recherche en informatique de Toulouse (IRIT), Université Toulouse 1 Capitole (UT1), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Université Toulouse - Jean Jaurès (UT2J)-Université Toulouse III - Paul Sabatier (UT3), Université Fédérale Toulouse Midi-Pyrénées-Centre National de la Recherche Scientifique (CNRS)-Institut National Polytechnique (Toulouse) (Toulouse INP), Université Fédérale Toulouse Midi-Pyrénées-Université Toulouse 1 Capitole (UT1), and Université Fédérale Toulouse Midi-Pyrénées
- 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 - 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.
- Published
- 2021
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