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

Author:

Zhang De-gan,Song Xiao-dong,Wang Xiang,Li Ke,Li Wen-bin,Ma Zhen

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.

Publisher

Emerald

Subject

Computational Theory and Mathematics,Computer Science Applications,General Engineering,Software

Reference26 articles.

1. David, K. and Robert, S.G. (2002), “Mobile agents and the future of the internet”, ACM Operating Systems Review , Vol. 33 No. 3, pp. 7-13.

2. Demian, A.D. and Ananthanarayana, V.S. (2010), “Dynamic selection mechanism for quality of service aware web services”, Enterprise Information Systems , Vol. 4 No. 1, pp. 23-60.

3. George, A. (2005), “A new approach to fuzzy-neural system modeling”, IEEE Trans. Fuzzy System , Vol. 3 No. 2, pp. 190-197.

4. Ibrahim, T.H. and Ibrar, Y. (2015), “The rise of big data on cloud computing: review and open research issues”, Information Systems , Vol. 47 No. 1, pp. 98-115.

5. Mystkowski, A. (2013), “Piezo-stack vortex generators for boundary layer control of a delta wing micro-aerial vehicle”, Mechanical Systems and Signal Processing , Vol. 40 No. 1, pp. 783-790.

Cited by 56 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. A novel method of reliable data transmission for Internet of Vehicles based on crowd sensing strategy;International Journal of Communication Systems;2024-07-05

2. Data Aggregation in Clustered Wireless Sensor Networks with Compressive Sensing and Mobile Sink-A Review;2023 International Conference on Sustainable Computing and Data Communication Systems (ICSCDS);2023-03-23

3. Novel FNN-based machine deep learning approach for image aggregation in application of the IoT;Journal of Experimental & Theoretical Artificial Intelligence;2021-07-06

4. A new method of data missing estimation with FNN-based tensor heterogeneous ensemble learning for internet of vehicle;Neurocomputing;2021-01

5. Cooja Based Approach for Estimation and Enhancement of Lifetime of 6LoWPAN Environment;International Journal of Sensors, Wireless Communications and Control;2020-09-15

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3