Semantic Communications for Future Internet: Fundamentals, Applications, and Challenges

计算机科学 互联网 建筑 范式转换 维数(图论) 意义(存在) 数据科学 电信 万维网 数学 认识论 心理学 哲学 艺术 视觉艺术 纯数学 心理治疗师
作者
Wanting Yang,Hongyang Du,Zi Qin Liew,Wei Yang Bryan Lim,Zehui Xiong,Dusit Niyato,Xuefen Chi,Xuemin Shen,Chunyan Miao
出处
期刊:IEEE Communications Surveys and Tutorials [Institute of Electrical and Electronics Engineers]
卷期号:25 (1): 213-250 被引量:186
标识
DOI:10.1109/comst.2022.3223224
摘要

With the increasing demand for intelligent services, the sixth-generation (6G) wireless networks will shift from a traditional architecture that focuses solely on a high transmission rate to a new architecture that is based on the intelligent connection of everything. Semantic communication (SemCom), a revolutionary architecture that integrates user as well as application requirements and the meaning of information into data processing and transmission, is predicted to become a new core paradigm in 6G. While SemCom is expected to progress beyond the classical Shannon paradigm, several obstacles need to be overcome on the way to a SemCom-enabled smart Internet. In this paper, we first highlight the motivations and compelling reasons for SemCom in 6G. Then, we provide an overview of SemCom-related theory development. After that, we introduce three types of SemCom, i.e., semantic-oriented communication, goal-oriented communication, and semantic-aware communication. Following that, we organize the design of the communication system into three dimensions, i.e., semantic information (SI) extraction, SI transmission, and SI metrics. For each dimension, we review existing techniques and discuss their benefits and limitations, as well as the remaining challenges. Then, we introduce the potential applications of SemCom in 6G and portray the vision of future SemCom-empowered network architecture. Finally, we outline future research opportunities. In a nutshell, this paper provides a holistic review of the fundamentals of SemCom, its applications in 6G networks, and the existing challenges and open issues with insights for further in-depth investigations.
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