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A kind of new method of intelligent trust engineering metrics (ITEM) for application of mobile ad hoc network

机译:一种智能信任工程指标(项目)的一种新方法,用于移动临时网络的应用

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摘要

Purpose This paper aims to put forward a kind of new method of intelligent trust engineering metrics for application of mobile ad hoc network (MANET). Design/methodology/approach The new method calculates the communication trust by using the number of data packets among the nodes of MANET, predicts intelligently the trust and calculates the comprehensive trust based on the historical trust; then calculates the energy trust based on the residual energy of the nodes of MANET, calculates the direct trust based on the communication trust and energy trust. The new method calculates the recommendation trust based on the recommendation reliability; adopts the adaptive weighting to calculate the integrated direct trust by considering the direct trust with recommendation trust. Findings Based on the integrated direct trust and the factor of trust propagation distance, the indirect trust among the nodes of MANET is calculated. The above process can be optimized based on the dynamic machine learning presented in this study. The advantage of the new method is its intelligent ability to discover malicious nodes. Originality/value The advantage of the new method is its intelligent ability to discover malicious nodes which can partition the network by falsely reporting other nodes as misbehaving and proceeds to protect the network. The authors have done the experiments based on the tool kits such as NS3, QualNet, OMNET++ and MATLAB. The experimental results show that this study's approach can effectively avoid the attacks of malicious nodes, and more conformable to the actual engineering application of MANET.
机译:目的本文旨在提出一种新的智能信任工程指标方法,用于应用移动临时网络(MANET)。设计/方法/方法新方法通过使用MANET节点中的数据包数来计算通信信任,以智能地预测信任并根据历史信任来计算全面的信任;然后根据疯狂节点的剩余能量来计算能量信任,根据通信信任和能量信任来计算直接信任。新方法根据建议可靠性计算推荐信任;通过考虑与推荐信任的直接信任,采用自适应加权来计算综合直接信任。基于集成的直接信任和信任传播距离因素的调查结果,计算漫步剧节点之间的间接信任。可以根据本研究中提供的动态机器学习来优化上述过程。新方法的优势是它智能地发现恶意节点的能力。创意/值新方法的优点是它智能地发现恶意节点,可以通过错误地将其他节点视为行为不端,并继续保护网络来分区网络。作者根据NS3,Prynet,OMNET ++和MATLAB等工具套件进行了实验。实验结果表明,该研究的方法可以有效地避免了恶意节点的攻击,更适合于漫长的实际工程应用。

著录项

  • 来源
    《Engineering Computations》 |2020年第5期|1617-1643|共27页
  • 作者单位

    Tianjin Univ Technol Tianjin Key Lab Intelligent Comp & Novel Software Tianjin Peoples R China;

    Tianjin Univ Technol Tianjin Key Lab Intelligent Comp & Novel Software Tianjin Peoples R China;

    Tianjin Univ Technol Tianjin Key Lab Intelligent Comp & Novel Software Tianjin Peoples R China;

    Inst Sci & Tech Informat China Beijing Peoples R China;

    Tianjin Univ Technol Tianjin Key Lab Intelligent Comp & Novel Software Tianjin 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

    Engineering; Secure; Mobile ad hoc network; Intelligent; Trust metrics; Attack;

    机译:工程;安全;移动临时网络;智能;信任指标;攻击;

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