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SENSE: A collaborative selfish node detection and incentive mechanism for opportunistic networks

机译:SENSE:机会网络的协作自私节点检测和激励机制

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摘要

Generally, routing algorithms for opportunistic networks rely on the fact that nodes are willing to accept data from other nodes under any circumstances, but this is not the case. Selfish nodes might not want to participate in the routing process for various reasons, such as low resources (e.g. battery, memory, CPU, and network bandwidth), fear of malicious data from unknown users, or even lack of interest in helping nodes from other communities. Therefore, these types of nodes should be detected and avoided in the routing process. Moreover, incentive mechanisms that reward nodes when they actively take part in the network and punish them when they do not, should be employed where possible. In this paper, we propose SENSE, a novel social-based collaborative content and context-based selfish node detection algorithm with an incentive mechanism, which aims to reduce the issues of having selfish nodes in an opportunistic network. Since local information may not be sufficient to reach an informed decision, nodes running SENSE collaborate through gossiping, for the final goal of detecting selfish nodes, punishing and avoiding them. We compare our approach to an existing algorithm (IRONMAN) and show that it behaves better in terms of network performance and detection accuracy. Moreover, we show that SENSE behaves well even when we simulate the existence of devices with batteries that get depleted, thus rendering them inactive for given time periods.
机译:通常,机会网络的路由算法依赖于以下事实:在任何情况下,节点都愿意接受来自其他节点的数据,但事实并非如此。自私的节点可能由于各种原因而不想参与路由过程,例如资源不足(例如,电池,内存,CPU和网络带宽),担心来自未知用户的恶意数据,甚至对帮助其他节点失去兴趣社区。因此,应在路由过程中检测并避免这些类型的节点。此外,应尽可能采用激励机制,在节点主动参与网络时对其进行奖励,而在节点不参与网络时对其进行惩罚。在本文中,我们提出了SENSE,这是一种新颖的具有激励机制的基于社交的协作内容和基于上下文的自私节点检测算法,旨在减少机会网络中存在自私节点的问题。由于本地信息可能不足以做出明智的决策,因此运行SENSE的节点会通过闲聊进行协作,以最终实现自私节点的发现,惩罚并避免它们的最终目标。我们将我们的方法与现有算法(IRONMAN)进行了比较,并表明该方法在网络性能和检测精度方面表现更好。此外,我们证明,即使模拟电池耗尽的设备的存在,SENSE的表现也很好,因此在给定的时间段内它们都处于非活动状态。

著录项

  • 来源
    《Journal of network and computer applications》 |2014年第5期|240-249|共10页
  • 作者单位

    Faculty of Automatic Control and Computers, University Politehnica of Bucharest, 313 Splaiul Independentei, Bucharest, Romania;

    Faculty of Automatic Control and Computers, University Politehnica of Bucharest, 313 Splaiul Independentei, Bucharest, Romania;

    Faculty of Automatic Control and Computers, University Politehnica of Bucharest, 313 Splaiul Independentei, Bucharest, Romania;

    Faculty of Automatic Control and Computers, University Politehnica of Bucharest, 313 Splaiul Independentei, Bucharest, Romania;

    Faculty of Automatic Control and Computers, University Politehnica of Bucharest, 313 Splaiul Independentei, Bucharest, Romania;

  • 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

    Collaborative; Networking; Opportunistic; Selfishness; Social;

    机译:协作联网;机会主义自私;社会的;

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