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A Data Placement Algorithm for Data Intensive Applications in Cloud

Authors :
Jucheng Yang
Qing Zhao
Yang Yue
Congcong Xiong
Kunyu Zhang
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.

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