语义通信调查:技术、解决方案、应用和挑战

IF 7.5 2区 计算机科学 Q1 TELECOMMUNICATIONS Digital Communications and Networks Pub Date : 2024-06-01 DOI:10.1016/j.dcan.2023.05.010
Yating Liu , Xiaojie Wang , Zhaolong Ning , MengChu Zhou , Lei Guo , Behrouz Jedari
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引用次数: 0

摘要

语义通信(Semantic Communication,SC)是一种新型通信范式,它为接收器提供从信源中提取的有意义信息,以最大限度地提高无线网络的信息传输吞吐量,从而超越理论容量极限。尽管对语义通信的研究十分广泛,但目前还缺乏对语义通信的技术、解决方案、应用和挑战的全面调查。本文首先回顾了 SC 的发展,总结了其特点、架构和优势。接着,讨论了语义提取、语义编码和语义分割等关键技术,并总结了其在效率、鲁棒性、适应性和可靠性方面的相应解决方案。此外,还介绍了 SC 在无人机通信、远程图像传感与融合、智能交通和医疗保健方面的应用,并总结了相关策略。最后,提出了一些挑战和未来研究方向,为 SC 的进一步研究提供指导。
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A survey on semantic communications: Technologies, solutions, applications and challenges

Semantic Communication (SC) has emerged as a novel communication paradigm that provides a receiver with meaningful information extracted from the source to maximize information transmission throughput in wireless networks, beyond the theoretical capacity limit. Despite the extensive research on SC, there is a lack of comprehensive survey on technologies, solutions, applications, and challenges for SC. In this article, the development of SC is first reviewed and its characteristics, architecture, and advantages are summarized. Next, key technologies such as semantic extraction, semantic encoding, and semantic segmentation are discussed and their corresponding solutions in terms of efficiency, robustness, adaptability, and reliability are summarized. Applications of SC to UAV communication, remote image sensing and fusion, intelligent transportation, and healthcare are also presented and their strategies are summarized. Finally, some challenges and future research directions are presented to provide guidance for further research of SC.

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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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