Navigating the future of wireless networks: A multidimensional survey on semantic communications

IF 4.1 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
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引用次数: 0

Abstract

This paper offers an in-depth exploration of semantic communications, focusing on its integral role in wireless networks. We dissect its foundational architecture and the key elements that enable seamless AI integration. Our research categorizes semantic communications into various multimedia and task types, evaluating their applicability in both single and multitasking environments. We also investigate resource allocation and goal-oriented strategies, supported by empirical case studies. The paper concludes by spotlighting emerging trends, including AI, IoT, and 5G beyond. It identifies pressing challenges such as standardization, security, and efficiency. Our work provides a holistic understanding of contemporary semantic communications paradigms.

引领无线网络的未来:语义通信多维调查
本文深入探讨了语义通信,重点关注其在无线网络中不可或缺的作用。我们剖析了语义通信的基础架构和实现人工智能无缝集成的关键要素。我们的研究将语义通信分为各种多媒体和任务类型,评估了它们在单任务和多任务环境中的适用性。我们还研究了资源分配和目标导向策略,并辅以实证案例研究。最后,本文重点介绍了人工智能、物联网和 5G 等新兴趋势。论文指出了标准化、安全性和效率等紧迫挑战。我们的工作提供了对当代语义通信范式的整体理解。
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来源期刊
ICT Express
ICT Express Multiple-
CiteScore
10.20
自引率
1.90%
发文量
167
审稿时长
35 weeks
期刊介绍: The ICT Express journal published by the Korean Institute of Communications and Information Sciences (KICS) is an international, peer-reviewed research publication covering all aspects of information and communication technology. The journal aims to publish research that helps advance the theoretical and practical understanding of ICT convergence, platform technologies, communication networks, and device technologies. The technology advancement in information and communication technology (ICT) sector enables portable devices to be always connected while supporting high data rate, resulting in the recent popularity of smartphones that have a considerable impact in economic and social development.
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