一种用于边缘间信任转移的细粒度入侵保护系统

IF 7.5 2区 计算机科学 Q1 TELECOMMUNICATIONS
Boran Yang , Dapeng Wu , Ruyan Wang , Zhigang Yang , Yu Yang
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引用次数: 0

摘要

智能移动计算硬件的惊人普及正在实现无处不在的边缘智能,并将我们带入数字孪生时代。然而,不同利益方所拥有的边缘设备之间的天然屏障给跨域信任管理带来了独特的挑战。此外,无线接入的开放性和边缘服务的可访问性使边缘智能系统变得脆弱,并危及敏感的用户数据。本文提出了一种边缘信任转移的入侵保护机制,以解决边缘间信任管理问题和检测无法区分的恶意节点发起弱攻击的难题。首先,建立了边缘间信誉转移框架,利用不同边缘的信任质量,从结构上保留用户在多边缘环境中漫游时积累的信任历史。其次,提出了细粒度入侵保护系统,以减少攻击对用户交互的负面影响,提高边缘智能服务的整体信任质量和系统安全性。实验结果验证了所提出的边缘信任传输入侵保护系统在确保、增强和巩固边缘智能服务方面的有效性和优越性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A fine-grained intrusion protection system for inter-edge trust transfer
The phenomenal popularity of smart mobile computing hardware is enabling pervasive edge intelligence and ushering us into a digital twin era. However, the natural barrier between edge equipment owned by different interested parties poses unique challenges for cross-domain trust management. In addition, the openness of radio access and the accessibility of edge services render edge intelligence systems vulnerable and put sensitive user data in jeopardy. This paper presents an intrusion protection mechanism for edge trust transfer to address the inter-edge trust management issue and the conundrum of detecting indistinguishable malevolent nodes launching weak attacks. First, an inter-edge reputation transfer framework is established to leverage the trust quality of different edges to retain the accumulated trust histories of users when they roam in multi-edge environments structurally. Second, a fine-grained intrusion protection system is proposed to reduce the negative impact of attacks on user interactions and improve the overall trust quality and system security of edge intelligence services. The experimental results validate the effectiveness and superior performance of the proposed intrusion protection for edge trust transfer in securing, enhancing, and consolidating edge intelligence services.
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来源期刊
Digital Communications and Networks
Digital Communications and Networks Computer Science-Hardware and Architecture
CiteScore
12.80
自引率
5.10%
发文量
915
审稿时长
30 weeks
期刊介绍: Digital Communications and Networks is a prestigious journal that emphasizes on communication systems and networks. We publish only top-notch original articles and authoritative reviews, which undergo rigorous peer-review. We are proud to announce that all our articles are fully Open Access and can be accessed on ScienceDirect. Our journal is recognized and indexed by eminent databases such as the Science Citation Index Expanded (SCIE) and Scopus. In addition to regular articles, we may also consider exceptional conference papers that have been significantly expanded. Furthermore, we periodically release special issues that focus on specific aspects of the field. In conclusion, Digital Communications and Networks is a leading journal that guarantees exceptional quality and accessibility for researchers and scholars in the field of communication systems and networks.
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