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volume 6 pages 38411-38420

Block Placement in Distributed File Systems Based on Block Access Frequency

Publication typeJournal Article
Publication date2018-06-29
scimago Q1
wos Q2
SJR0.849
CiteScore9.0
Impact factor3.6
ISSN21693536
General Materials Science
General Engineering
General Computer Science
Abstract
This paper proposes a new data placement policy to allocate data blocks across storage servers of the distributed/parallel file systems, for yielding even block access workload distribution. To this end, we first analyze the history of block access sequence of a specific application and then introduce a k-partition algorithm to divide data blocks into multiple groups, by referring their access frequency. After that, each group has almost the same access workloads, and we can thus distribute these block groups onto storage servers of the distributed file system, to achieve the goal of uniformly assigning data blocks when running the application. In summary, this newly proposed data placement policy can yield not only an even data distribution but also the block data access balance. The experimental results show that the proposed scheme can greatly reduce I/O time and better improve utilization of storage servers when running the database-relevant applications, compared with the commonly used block data placement strategy, i.e., the round-robin placement policy.
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GOST Copy
Liao J. et al. Block Placement in Distributed File Systems Based on Block Access Frequency // IEEE Access. 2018. Vol. 6. pp. 38411-38420.
GOST all authors (up to 50) Copy
Liao J., Cai Z., Trahay F., Peng X. Block Placement in Distributed File Systems Based on Block Access Frequency // IEEE Access. 2018. Vol. 6. pp. 38411-38420.
RIS |
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RIS Copy
TY - JOUR
DO - 10.1109/access.2018.2851571
UR - https://doi.org/10.1109/access.2018.2851571
TI - Block Placement in Distributed File Systems Based on Block Access Frequency
T2 - IEEE Access
AU - Liao, Jianwei
AU - Cai, Zhigang
AU - Trahay, François
AU - Peng, Xiaoning
PY - 2018
DA - 2018/06/29
PB - Institute of Electrical and Electronics Engineers (IEEE)
SP - 38411-38420
VL - 6
SN - 2169-3536
ER -
BibTex
Cite this
BibTex (up to 50 authors) Copy
@article{2018_Liao,
author = {Jianwei Liao and Zhigang Cai and François Trahay and Xiaoning Peng},
title = {Block Placement in Distributed File Systems Based on Block Access Frequency},
journal = {IEEE Access},
year = {2018},
volume = {6},
publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
month = {jun},
url = {https://doi.org/10.1109/access.2018.2851571},
pages = {38411--38420},
doi = {10.1109/access.2018.2851571}
}