A Data Processing Framework for Cloud Environment Based on Hadoop and Grid Middleware

被引:0
|
作者
Kim, Hyukho [1 ]
Kim, Woongsup [2 ]
Lee, Kyoungmook [2 ]
Kim, Yangwoo [2 ]
机构
[1] SAIT, R&D Innovat Ctr, Maetan 3Dong, Suwon 416, South Korea
[2] Dongguk Univ, Dept Informat & Commun Engn, Seoul 100715, South Korea
来源
关键词
Cloud computing; hadoop; HDFS; mapreduce; grid computing; Globus; OGSA-DAI;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:515 / +
页数:3
相关论文
共 50 条
  • [11] Impact of Processing and Analyzing Healthcare Big Data on Cloud Computing Environment by Implementing Hadoop Cluster
    Rallapalli, Sreekanth
    Gondkar, R. R.
    Ketavarapu, Uma Pavan Kumar
    [J]. INTERNATIONAL CONFERENCE ON COMPUTATIONAL MODELLING AND SECURITY (CMS 2016), 2016, 85 : 16 - 22
  • [12] A HADOOP-BASED ALGORITHM OF GENERATING DEM GRID FROM POINT CLOUD DATA
    Jian, X.
    Xiao, X.
    Chengfang, H.
    Zhizhong, Z.
    Zhaohui, W.
    Dengzhong, Z.
    [J]. 36TH INTERNATIONAL SYMPOSIUM ON REMOTE SENSING OF ENVIRONMENT, 2015, 47 (W3): : 1209 - 1214
  • [13] Middleware framework for secure grid application in mobile Web services environment
    Park, N
    Moon, K
    Jang, J
    Sohn, S
    [J]. GRID AND COOPERATIVE COMPUTING GCC 2004 WORKSHOPS, PROCEEDINGS, 2004, 3252 : 406 - 413
  • [14] Hadoop-based secure storage solution for big data in cloud computing environment
    Shaopeng Guan
    Conghui Zhang
    Yilin Wang
    Wenqing Liu
    [J]. Digital Communications and Networks, 2024, 10 (01) : 227 - 236
  • [15] Research on database massive data processing and mining method based on hadoop cloud platform
    Xiaoyong, Zhao
    Chunrong, Yang
    [J]. Open Automation and Control Systems Journal, 2014, 6 (01): : 1463 - 1467
  • [16] Design of big data processing system architecture based on Hadoop Under the cloud computing
    Duan, Chunmei
    [J]. MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 6302 - 6306
  • [17] Mobile-agent-based middleware in grid environment
    Liu, Di
    Chen, Jia
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE INFORMATION COMPUTING AND AUTOMATION, VOLS 1-3, 2008, : 396 - +
  • [18] Case Study of Scientific Data Processing on a Cloud Using Hadoop
    Zhang, Chen
    De Sterck, Hans
    Aboulnaga, Ashraf
    Djambazian, Haig
    Sladek, Rob
    [J]. HIGH PERFORMANCE COMPUTING SYSTEMS AND APPLICATIONS, 2010, 5976 : 400 - +
  • [19] Hadoop-based secure storage solution for big data in cloud computing environment
    Guan, Shaopeng
    Zhang, Conghui
    Wang, Yilin
    Liu, Wenqing
    [J]. DIGITAL COMMUNICATIONS AND NETWORKS, 2024, 10 (01) : 227 - 236
  • [20] Research on Database Massive Data Processing and Mining Method based on Hadoop Cloud Platform
    Wu, Dan
    Li, Zhuorong
    Bie, Rongfang
    Zhou, Mingquan
    [J]. 2014 International Conference on Identification, Information and Knowledge in the Internet of Things (IIKI 2014), 2014, : 107 - 110