Title :
Performance analysis of MapReduce on OpenStack-based hadoop virtual cluster
Author :
Ahmad, Nazrul M. ; Yaacob, Asrul Hadi ; Amin, Anang Hudaya Muhamad ; Kannan, Subarmaniam
Author_Institution :
Thundercloud Research Lab, Faculty of Information Science & Technology (FIST), Multimedia University, Jalan Ayer Keroh Lama, 75450 Melaka, Malaysia
Abstract :
With the emergence of big data phenomenon, MapReduce and Hadoop distributed processing infrastructure have been commonly applied for large-scale data analytics. Hadoop distributed filesystem (HDFS) usually being deployed on physical clusters. With the advent of cloud computing platform such as OpenStack, a number of works have been carried out in implementing Hadoop virtual cluster on cloud computing infrastructure. This paper presents a performance analysis of MapReduce implementations on OpenStack-based Hadoop virtual cluster. The results of the analysis show that the MapReduce implementations are performing in a scalable manner towards an increase in the size of the Hadoop virtual cluster being deployed.
Keywords :
Central Processing Unit; Cloud computing; Data processing; Distributed databases; Random access memory; Resource management; Writing;
Conference_Titel :
Telecommunication Technologies (ISTT), 2014 IEEE 2nd International Symposium on
DOI :
10.1109/ISTT.2014.7238191
