中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Location prediction-based data dissemination using swarm intelligence in opportunistic cognitive networks

文献类型:期刊论文

作者Li J(李婕); Wang XW(王兴伟); Jia J(贾杰); Wang, Pengfei; Zhou Y(周岩); Zhao, Zhijie
刊名Mathematical Problems in Engineering
出版日期2014
卷号2014页码:1-15
ISSN号1024-123X
关键词Ant Colony Optimization Artificial Intelligence Forecasting Hybrid Systems Mobile Telecommunication Systems Routing Protocols
产权排序1
英文摘要

Swarm intelligence is widely used in the application of communication networks. In this paper we adopt a biologically inspired strategy to investigate the data dissemination problem in the opportunistic cognitive networks (OCNs). We model the system as a centralized and distributed hybrid system including a location prediction server and a pervasive environment deploying the large-scale human-centric devices. To exploit such environment, data gathering and dissemination are fundamentally based on the contact opportunities. To tackle the lack of contemporaneous end-to-end connectivity in opportunistic networks, we apply ant colony optimization as a cognitive heuristic technology to formulate a self-adaptive dissemination-based routing scheme in opportunistic cognitive networks. This routing strategy has attempted to find the most appropriate nodes conveying messages to the destination node based on the location prediction information and intimacy between nodes, which uses the online unsupervised learning on geographical locations and the biologically inspired algorithm on the relationship of nodes to estimate the delivery probability. Extensive simulation is carried out on the real-world traces to evaluate the accuracy of the location prediction and the proposed scheme in terms of transmission cost, delivery ratio, average hops, and delivery latency, which achieves better routing performances compared to the typical routing schemes in OCNs.

WOS关键词SUPPORT VECTOR MACHINE ; OPTIMIZATION ; COLONY ; SYSTEMS ; TUNNEL ; MODEL
WOS研究方向Engineering ; Mathematics
语种英语
WOS记录号WOS:000344278600001
公开日期2015-02-04
源URL[http://ir.sia.cn/handle/173321/15647]  
专题沈阳自动化研究所_工业控制网络与系统研究室
通讯作者Li J(李婕)
作者单位1.Computing Center, Northeastern University, Shenyang, China
2.Information and Technology Center of China Mobile Group Liaoning Co., Ltd., Liaoning, China
3.Software College, Northeastern University, Shenyang, China
4.College of Information Science and Engineering, Northeastern University, Shenyang, China
5.Key Laboratory of Networked Control System, Chinese Academy of Sciences, Shenyang, China
推荐引用方式
GB/T 7714
Li J,Wang XW,Jia J,et al. Location prediction-based data dissemination using swarm intelligence in opportunistic cognitive networks[J]. Mathematical Problems in Engineering,2014,2014:1-15.
APA Li J,Wang XW,Jia J,Wang, Pengfei,Zhou Y,&Zhao, Zhijie.(2014).Location prediction-based data dissemination using swarm intelligence in opportunistic cognitive networks.Mathematical Problems in Engineering,2014,1-15.
MLA Li J,et al."Location prediction-based data dissemination using swarm intelligence in opportunistic cognitive networks".Mathematical Problems in Engineering 2014(2014):1-15.

入库方式: OAI收割

来源:沈阳自动化研究所

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