A data processing framework for cloud environment based on hadoop and grid middleware

Hyukho Kim, Woongsup Kim, Kyoungmook Lee, Yangwoo Kim

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Scopus citations

Abstract

Owing to performance improvement of mobile devices, number of mobile applications and their variety has increased exponentially in recent years. However, many of these mobile applications are not executed alone and need server-side Internet services which require computing functions such as processing, networking, and storage. The server-side Internet services are usually provided using computing resources at Cloud data center because mobile applications are rapidly increasing in number and they tend to be more and more complex in nature. In addition, the conventional data managing framework, like 3-tier architecture, face additional problems such as heterogeneous external data to import and the vast amount of data to process. In this paper, we propose a data processing framework for mobile applications based on OGSA-DAI for heterogeneous external data import and MapReduce for large data processing. We designed and implemented a data connector based on OGSA-DAI middleware which can access and integrate heterogeneous data in a distributed environment, supporting various data management functions. And then we deployed a data processing framework (we call this data connector) into a Cloud system for mobile applications. We also used MapReduce programming model for data connector. Finally, we conducted various experiments and showed that our proposed framework can be used to access heterogeneous external data and to process large data with negligible or no system overhead.

Original languageEnglish
Title of host publicationGrid and Distributed Computing - International Conference, GDC 2011, Held as Part of the Future Generation Information Technology Conference, FGIT 2011, Proceedings
Pages515-524
Number of pages10
DOIs
StatePublished - 2011
EventInternational Conference on Grid and Distributed Computing, GDC 2011, Held as Part of the 3rd International Mega-Conference on Future-Generation Information Technology, FGIT 2011 - Jeju Island, Korea, Republic of
Duration: 8 Dec 201110 Dec 2011

Publication series

NameCommunications in Computer and Information Science
Volume261 CCIS
ISSN (Print)1865-0929

Conference

ConferenceInternational Conference on Grid and Distributed Computing, GDC 2011, Held as Part of the 3rd International Mega-Conference on Future-Generation Information Technology, FGIT 2011
Country/TerritoryKorea, Republic of
CityJeju Island
Period8/12/1110/12/11

Keywords

  • Cloud computing
  • Globus
  • grid computing
  • hadoop
  • HDFS
  • mapreduce
  • OGSA-DAI

Fingerprint

Dive into the research topics of 'A data processing framework for cloud environment based on hadoop and grid middleware'. Together they form a unique fingerprint.

Cite this