语义编码与经典信道编码融合研究

发布时间:2024-09-11 作者:向际鹰,段向阳,冯雨龙

 

摘要:目前的语义通信研究尚未阐明语义编码与经典信道编码之间的关系、语义编码在现有通信框架中的可行性,以及影响语义编码的关键因素等。对基于联合信源信道编码的语义通信系统进行了理论分析,设计了语义编码与经典信道编码的融合实验,展示了语义编码的潜在优势,探索了语义编码与经典信道编码之间的关系,研究了后续将语义通信应用于经典通信框架的基础方法。

关键词:人工智能;语义通信;经典信道编码;联合信源信道编码;融合实验

 

Abstract: Current research on semantic communication has not yet elucidated the relationship between semantic coding and classical channel coding, the feasibility of semantic coding within existing communication frameworks, and the critical factors influencing semantic coding. In this paper, we conduct theoretical analysis of the semantic communication system based on joint source-channel coding and perform the integrated experiment between semantic coding and traditional channel coding. These efforts partially reveal the potential advantages of semantic communication, establish the relationship between semantic coding and classical channel coding, and lay the foundation for the future application of semantic communication within classical communication frameworks.

Keywords: artificial intelligence; semantic communication; classical channel coding; joint source-channel coding; integration experiments

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