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A Data Placement Algorithm for Data Intensive Applications in Cloud
- Source :
- International Journal of Grid and Distributed Computing. 9:145-156
- Publication Year :
- 2016
- Publisher :
- NADIA, 2016.
-
Abstract
- Data layout is an important issue which aims at reducing data movements among data centers to improve the efficiency of the entire cloud system. This paper proposes a dataintensive application oriented data layout algorithm. It is based on hierarchical data correlation clustering and the PSO algorithm. The datasets with fixed location have been considered, and both the offline strategy and the online strategy for data layout have been given. As this proposed strategy is aimed at reducing the global amount of data transmissions, and the special permission of the datasets has been introduced, the cost of data transmission can be measured more reasonable. Simulation results show that compared with two classical strategies, our algorithm can reduce the amount of data transmission more effectively.
- Subjects :
- General Computer Science
Computer science
business.industry
Correlation clustering
Particle swarm optimization
020206 networking & telecommunications
Cloud computing
02 engineering and technology
Permission
Hierarchical database model
Online strategy
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
business
Algorithm
Data placement
Data transmission
Subjects
Details
- ISSN :
- 20054262
- Volume :
- 9
- Database :
- OpenAIRE
- Journal :
- International Journal of Grid and Distributed Computing
- Accession number :
- edsair.doi...........02bd51c72dc05325a1fef45d89070bf9
- Full Text :
- https://doi.org/10.14257/ijgdc.2016.9.2.13