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Intelligent distributed routing scheme based on social similarity for mobile social networks

机译:基于移动社交网络社会相似性的智能分布式路由方案

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摘要

In mobile social networks (MSNs), the social attributes of nodes are important factors driving the mobility of nodes. By studying the mobility of the daily activities of node carriers, an intelligent distributed routing algorithm based on social context information prediction was proposed. First, we study the data forwarding problem of mobile social networks from two aspects, the daily behavior of mobile nodes and the similarity of social attributes respectively. Then, our algorithm uses BP neural network to predict the encounter regularity of mobile nodes in terms of time and space dimensions. This information can provide a basis for routing decisions. Finally, a routing algorithm with predictive capability is designed in combination with synchronous delivery and asynchronous delivery. Simulation analysis and experimental results show that the proposed routing algorithm can effectively improve the message delivery ratio and reduce the network overhead. (C) 2019 Elsevier B.V. All rights reserved.
机译:在移动社交网络(MSNS)中,节点的社会属性是推动节点移动性的重要因素。通过研究节点载波日常活动的移动性,提出了一种基于社会上下文信息预测的智能分布式路由算法。首先,我们研究移动社交网络的数据转发问题,从两个方面,移动节点的日常行为和社会属性的相似性。然后,我们的算法使用BP神经网络在时间和空间尺寸方面预测移动节点的遇到规律性。此信息可以为路由决策提供基础。最后,使用预测性能力的路由算法与同步传送和异步交付结合设计。仿真分析和实验结果表明,所提出的路由算法可以有效地提高消息传递比率并减少网络开销。 (c)2019 Elsevier B.v.保留所有权利。

著录项

  • 来源
    《Future generation computer systems》 |2019年第7期|472-480|共9页
  • 作者单位

    Hubei Engn Univ Sch Comp & Informat Sci Xiaogan Hubei Peoples R China|Wuhan Univ Sch Comp Wuhan Hubei Peoples R China;

    Hubei Engn Univ Sch Comp & Informat Sci Xiaogan Hubei Peoples R China;

    Hubei Engn Univ Sch Comp & Informat Sci Xiaogan Hubei Peoples R China;

    Hubei Engn Univ Sch Comp & Informat Sci Xiaogan Hubei Peoples R China;

    Qinghai Univ Dept Comp Technol & Applicat Xining Qinghai Peoples R China;

    Hubei Engn Univ Sch Comp & Informat Sci Xiaogan Hubei Peoples R China;

    Hubei Engn Univ Sch Comp & Informat Sci Xiaogan Hubei Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Mobile social networks; Social similarity; Prediction model; Routing; Social context;

    机译:移动社交网络;社会相似性;预测模型;路由;社会背景;

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