车辆语义通信的对抗性攻击与防御

IF 10.9 1区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Jiawen Kang, Jiayi He, Hongyang Du, Zehui Xiong, Zhaohui Yang, Xumin Huang, Shengli Xie
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引用次数: 3

摘要

对于车载元宇宙,以用户为中心的最终目标之一是优化车载用户的沉浸式体验和服务质量(QoS)。语义通信(SemCom)作为一种革命性的范式被引入,它显著缓解了车载元宇宙应用程序的通信资源压力,以实现这一目标。SemCom能够实现高质量和超高效的车辆通信,即使车辆之间的数据流量呈爆炸式增长。在本文中,我们提出了一个支持SemCom的分层车载元宇宙框架,该框架由全局元宇宙、本地元宇宙、SemCom模块和资源池组成。从元宇宙的分布角度来看,全球元宇宙和地方元宇宙是一个全新的概念。考虑到用户的QoS,本文探讨了所提出的框架的潜在安全漏洞。为此,本研究强调了该框架的SemCom模块的特定安全风险,并提供了一个可行的防御解决方案,以鼓励社区研究人员更多地关注车辆元宇宙安全。最后,我们概述了车载元宇宙中安全SemCom的开放问题,特别指出了未来潜在的研究方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Adversarial Attacks and Defenses for Semantic Communication in Vehicular Metaverses
For vehicular Metaverses, one of the ultimate user-centric goals is to optimize the immersive experience and Quality of Service (QoS) for users on board. Semantic Communication (SemCom) has been introduced as a revolutionary paradigm that significantly eases communication resource pressure for vehicular Metaverse applications to achieve this goal. SemCom enables high-quality and ultra-efficient vehicular communication, even with explosively increasing data traffic among vehicles. In this article, we propose a hierarchical SemCom-enabled vehicular Metaverses framework consisting of the global Metaverse, local Metaverses, SemCom module, and resource pool. The global and local Metaverse are brand-new concepts from the Metaverse's distribution stand-point. Considering the QoS of users, this article explores the potential security vulnerabilities of the proposed framework. To that purpose, this study highlights a specific security risk to the framework's SemCom module and offers a viable defense solution to encourage community researchers to focus more on vehicular Metaverse security. Finally, we provide an overview of the open issues of secure SemCom in the vehicular Metaverses, notably pointing out potential future research directions.
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来源期刊
IEEE Wireless Communications
IEEE Wireless Communications 工程技术-电信学
CiteScore
24.20
自引率
1.60%
发文量
183
审稿时长
6-12 weeks
期刊介绍: IEEE Wireless Communications is tailored for professionals within the communications and networking communities. It addresses technical and policy issues associated with personalized, location-independent communications across various media and protocol layers. Encompassing both wired and wireless communications, the magazine explores the intersection of computing, the mobility of individuals, communicating devices, and personalized services. Every issue of this interdisciplinary publication presents high-quality articles delving into the revolutionary technological advances in personal, location-independent communications, and computing. IEEE Wireless Communications provides an insightful platform for individuals engaged in these dynamic fields, offering in-depth coverage of significant developments in the realm of communication technology.
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