Traffic Characterization to Provide Trust for Internet of Things Devices

E. Macedo, L. D. Moraes
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引用次数: 1

Abstract

The Internet of Things (IoT) is paving the way for the development of Cyber-Physical Systems (CPS), the next step of the Internet evolution, which will allow the development of several new systems and applications. Likewise, urged by the adoption of 5G and Beyond networks, the massive, ubiquitous spread of interconnected IoT devices has increasingly exposed the vulnerability of data and related applications in an unprecedented way. If the security of any component in such systems gets compromised, affecting its trust with respect to others, an associated data leak may cause serious threats to privacy, material losses, and even put people’s lives at risk. In this paper, we present IoT devices’ traffic characterization to provide trust values to enable secure communications among such devices. We develop experiments using a real IoT dataset to demonstrate the feasibility and the effectiveness of our proposal. Considering that complementary features between blockchain technology and information theory triggers a great potential for research and innovation, the key idea of the contribution consists in modeling trust using a two-level approach, which is based on a distributed-ledger (at the high level), and a relative entropy measure (at the low level). The results show the feasibility of our approach.
流量表征为物联网设备提供信任
物联网(IoT)正在为网络物理系统(CPS)的发展铺平道路,CPS是互联网发展的下一步,它将允许开发几个新系统和应用程序。同样,在采用5G和超越网络的推动下,互联物联网设备的大规模无处不在的传播,以前所未有的方式日益暴露出数据和相关应用的脆弱性。如果此类系统中的任何组件的安全性受到损害,影响其对其他组件的信任,则相关的数据泄漏可能会对隐私造成严重威胁,造成物质损失,甚至危及人们的生命。在本文中,我们提出了物联网设备的流量特征,以提供信任值,以实现这些设备之间的安全通信。我们使用真实的物联网数据集开发实验,以证明我们建议的可行性和有效性。考虑到区块链技术和信息论之间的互补特征引发了巨大的研究和创新潜力,贡献的关键思想在于使用两层方法建模信任,该方法基于分布式账本(在高层)和相对熵度量(在低层)。结果表明了该方法的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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