@article{ART001447221},
author={금태훈 and Won Joo Lee and Chang Ho Jeon},
title={A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2010},
volume={15},
number={5},
pages={49-56}
TY - JOUR
AU - 금태훈
AU - Won Joo Lee
AU - Chang Ho Jeon
TI - A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing
JO - Journal of The Korea Society of Computer and Information
PY - 2010
VL - 15
IS - 5
PB - The Korean Society Of Computer And Information
SP - 49
EP - 56
SN - 1598-849X
AB - In this paper, we implement a Hadoop based cluster for cloud computing and evaluate the performance of this cluster based on application characteristics by executing RandomTextWriter, WordCount, and PI applications. A RandomTextWriter creates given amount of random words and stores them in the HDFS(Hadoop Distributed File System). A WordCount reads an input file and determines the frequency of a given word per block unit. PI application induces PI value using the Monte Carlo law. During simulation, we investigate the effect of data block size and the number of replications on the execution time of applications. Through simulation, we have confirmed that the execution time of RandomTextWriter was proportional to the number of replications. However, the execution time of WordCount and PI were not affected by the number of replications. Moreover, the execution time of WordCount was optimum when the block size was 64~256MB. Therefore, these results show that the performance of cloud computing system can be enhanced by using a scheduling scheme that considers application's characteristics.
KW - Cloud Computing;Hadoop Distributed File System. Cluster;Hadoop
DO -
UR -
ER -
금태훈, Won Joo Lee and Chang Ho Jeon. (2010). A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing. Journal of The Korea Society of Computer and Information, 15(5), 49-56.
금태훈, Won Joo Lee and Chang Ho Jeon. 2010, "A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing", Journal of The Korea Society of Computer and Information, vol.15, no.5 pp.49-56.
금태훈, Won Joo Lee, Chang Ho Jeon "A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing" Journal of The Korea Society of Computer and Information 15.5 pp.49-56 (2010) : 49.
금태훈, Won Joo Lee, Chang Ho Jeon. A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing. 2010; 15(5), 49-56.
금태훈, Won Joo Lee and Chang Ho Jeon. "A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing" Journal of The Korea Society of Computer and Information 15, no.5 (2010) : 49-56.
금태훈; Won Joo Lee; Chang Ho Jeon. A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing. Journal of The Korea Society of Computer and Information, 15(5), 49-56.
금태훈; Won Joo Lee; Chang Ho Jeon. A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing. Journal of The Korea Society of Computer and Information. 2010; 15(5) 49-56.
금태훈, Won Joo Lee, Chang Ho Jeon. A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing. 2010; 15(5), 49-56.
금태훈, Won Joo Lee and Chang Ho Jeon. "A Performance Analysis Based on Hadoop Application's Characteristics in Cloud Computing" Journal of The Korea Society of Computer and Information 15, no.5 (2010) : 49-56.