物联网信任管理中基于多属性决策的信任评分计算

Michail Bampatsikos, Ilias Politis, Vaios Bolgouras, C. Xenakis
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引用次数: 0

摘要

物联网网络在各个领域的扩散需要强大的信任管理机制来实现安全可靠的运营。提出了一种基于多属性决策(MADM)的物联网信任评分计算方法。该解决方案通过考虑多个属性和提供全面的可信度评估来解决现有方法的局限性。该方法通过综合网络风险、易访问性和安全级别等因素,使用加权和计算来计算设备的信任分数。利用层次分析法(AHP)确定因素权重,为物联网信任管理提供了一种新的方法。此外,这种方法包括在设备的整个生命周期内动态更新信任评分,适应设备网络风险的变化,以进行准确的信任评估。对于低于预定义阈值的设备,还引入了信任评分惩罚机制,从而能够及时降低风险。考虑到不同数量的物联网设备,模拟评估评估了所提出方法的有效性。通过解决限制和引入创新组件,所提出的基于madm的方法增强了物联网网络的安全性、可靠性和整体性能。该研究推进了物联网中的信任管理,并为开发安全可靠的物联网生态系统提供了有价值的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multi-Attribute Decision Making-based Trust Score Calculation in Trust Management in IoT
The proliferation of IoT networks across various sectors necessitates robust Trust Management mechanisms for secure and reliable operations. This paper proposes a Multi-Attribute Decision Making (MADM)-based approach for trust score calculation in IoT Trust Management. This solution addresses limitations of existing methods by considering multiple attributes and providing a comprehensive evaluation of trustworthiness. The methodology computes a device's trust score by integrating factors such as Cyber Risk, Ease of Access, and Security Level using a weighted sum-based calculation. The Analytical Hierarchy Process (AHP) to determine the factors’ weights is utilized, contributing a novel approach to IoT Trust Management. Furthermore, this approach includes dynamic trust score updates throughout the device's lifetime, accommodating changes in the device's Cyber Risk for accurate trust assessment. A trust score penalization mechanism for devices below a predefined threshold is also introduced, enabling prompt risk mitigation. A simulated assessment, considering varying numbers of IoT devices, evaluates the effectiveness of the proposed methodology. By addressing limitations and introducing innovative components, the proposed MADM-based approach enhances security, reliability, and overall performance of IoT networks. This research advances trust management in IoT and provides valuable insights for developing secure and trustworthy IoT ecosystems.
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