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New agent-based proactive migration method and system for Big Data Environment (BDE)

De-gan Zhang (Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin, China and Tianjin Key Lab of Intelligent Computing & Novel software Technology, Tianjin University of Technology, Tianjin, China and School of Electronic and Information Engineering, University of Sydney, Sydney, Australia)
Xiao-dong Song (Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin, China and Tianjin Key Lab of Intelligent Computing & Novel software Technology, Tianjin University of Technology,Tianjin, China)
Xiang Wang (Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin, China and Tianjin Key Lab of Intelligent Computing & Novel software Technology, Tianjin University of Technology, Tianjin, China)
Ke Li (Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin, China and Tianjin Key Lab of Intelligent Computing & Novel software Technology, Tianjin University of Technology, Tianjin, China)
Wen-bin Li (Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin, China and Tianjin Key Lab of Intelligent Computing & Novel software Technology, Tianjin University of Technology, Tianjin, China)
Zhen Ma (Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin, China and Tianjin Key Lab of Intelligent Computing & Novel software Technology, Tianjin University of Technology, Tianjin, China)

Engineering Computations

ISSN: 0264-4401

Article publication date: 2 November 2015

351

Abstract

Purpose

Mobile Service of Big Data can be supported by the fused technologies of computing, communication and digital multimedia. The purpose of this paper is to propose new agent-based proactive migration method and system for Big Data Environment (BDE).

Design/methodology/approach

First, the authors have designed new relative fusion method for making decision based on fuzzy-neural network. The method can make the fusion belief degree to be improved. Then the authors have proposed agent-based proactive migrating method with service discovery and key frames selection strategy. Finally, the authors have designed the application system, which can support proactive seamless migration function for big data. The method has innovation in which mobile service task of big data can dynamically follow its mobile user from one device to another device.

Findings

The authors have proposed agent-based proactive migrating method with service discovery and key frames selection strategy. The method has innovation in which mobile service task of big data can dynamically follow its mobile user from one device to another device. The designed system is convenient to work and use during mobility, and which is useful or helpful for mobile user in the BDE.

Originality/value

The authors have clarified and realizes how to transfer service tasks among different distances in Big Data Environment (BDE). The authors have given a formal description and classification of the mobile service task, which is independent of the realization mechanism. In the designed and developed application system, the new idea adopts fuzzy-neural control theory to make decision for task-oriented proactive seamless migration application.

Keywords

Acknowledgements

This research work is supported by National 863 Program of China (Grant No. 2007AA01Z188), National Natural Science Foundation of China (Grant No. 61571328, No. 61170173 and No. 61202169), The Ministry of Education Program for New Century Excellent Talents (Grant No. NCET-09-0895) and Tianjin Municipal Natural Science Foundation (Grant No. 10JCYBJC00500), Tianjin Key Natural Science Foundation (No. 13JCZDJC34600), CSC Foundation (No. 201308120010), Training plan of Tianjin University Innovation Team (No.TD12 ' 5016).

Citation

Zhang, D.-g., Song, X.-d., Wang, X., Li, K., Li, W.-b. and Ma, Z. (2015), "New agent-based proactive migration method and system for Big Data Environment (BDE)", Engineering Computations, Vol. 32 No. 8, pp. 2443-2466. https://doi.org/10.1108/EC-03-2015-0050

Publisher

:

Emerald Group Publishing Limited

Copyright © 2015, Emerald Group Publishing Limited

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