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基于信任的物联网移动自组网预测模型。

A Trust-Based Predictive Model for Mobile Ad Hoc Network in Internet of Things.

机构信息

Computer Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia.

Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN 37235, USA.

出版信息

Sensors (Basel). 2019 Mar 26;19(6):1467. doi: 10.3390/s19061467.

DOI:10.3390/s19061467
PMID:30917499
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6471957/
Abstract

The Internet of things (IoT) is a heterogeneous network of different types of wireless networks such as wireless sensor networks (WSNs), ZigBee, Wi-Fi, mobile ad hoc networks (MANETs), and RFID. To make IoT a reality for smart environment, more attractive to end users, and economically successful, it must be compatible with WSNs and MANETs. In light of this, the present paper discusses a novel quantitative trust model for an IoT-MANET. The proposed trust model combines both direct and indirect trust opinion in order to calculate the final trust value for a node. A Beta probabilistic distribution is used to combine different trust evidences and direct trust has been calculated. The theory of ARMA/GARCH has been used to combine the recommendation trust evidences and predict the resultant trust value of each node in multi-step ahead. Further, a routing protocol has been designed to ensure the secure and reliable end-to-end delivery of packets by only considering trustworthy nodes in the path. Simulation results show that our proposed trust model outperforms similar existing trust models.

摘要

物联网(IoT)是一个异构网络,由各种类型的无线网络组成,如无线传感器网络(WSNs)、ZigBee、Wi-Fi、移动自组织网络(MANETs)和 RFID。为了使物联网在智能环境中成为现实,对最终用户更具吸引力,并在经济上取得成功,它必须与 WSNs 和 MANETs 兼容。有鉴于此,本文讨论了一种新颖的物联网-MANET 定量信任模型。所提出的信任模型结合了直接和间接信任意见,以便为节点计算最终信任值。使用 Beta 概率分布来组合不同的信任证据,并计算了直接信任。使用 ARMA/GARCH 理论来组合推荐信任证据,并预测每个节点在多步提前的结果信任值。此外,设计了一种路由协议,通过仅在路径中考虑可信节点,确保数据包的安全可靠端到端传递。仿真结果表明,我们提出的信任模型优于类似的现有信任模型。

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