Performance Evaluation of Data Intensive Computing In the Cloud

Author:

Ahuja Sanjay P.1,Kaza Bhagavathi1

Affiliation:

1. School of Computing, University of North Florida, USA

Abstract

Big data is a topic of active research in the cloud community. With increasing demand for data storage in the cloud, study of data-intensive applications is becoming a primary focus. Data-intensive applications involve high CPU usage for processing large volumes of data on the scale of terabytes or petabytes. While some research exists for the performance effect of data intensive applications in the cloud, none of the research compares the Amazon Elastic Compute Cloud (Amazon EC2) and Google Compute Engine (GCE) clouds using multiple benchmarks. This study performs extensive research on the Amazon EC2 and GCE clouds using the TeraSort, MalStone and CreditStone benchmarks on Hadoop and Sector data layers. Data collected for the Amazon EC2 and GCE clouds measure performance as the number of nodes is varied. This study shows that GCE is more efficient for data-intensive applications compared to Amazon EC2.

Publisher

IGI Global

Reference5 articles.

1. AWS13. (2013). What is an EC2 compute unit and why did you introduce it? Retrieved July 13, 2013, from http://aws.amazon.com/ec2/faqs/#What_is_an_EC2_Compute_Unit_and_why_did_you_introduce_it

2. Malstone

3. On the varieties of clouds for data intensive computing.;R. L.Grossman;Bulletin of the IEEE Computer Society Technical Committee on Data Engineering,2009

4. Compute and storage clouds using wide area high performance networks

5. Sector and Sphere: the design and implementation of a high-performance data cloud

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