Semantic communication is an emerging topic that has received a wide range of attention recently. A systematic widely-accepted characterization of semantic communication, however, is lacking to date. This paper presents a new formulation of semantic communication, where we formulate two fundamental problems, which we call language utilization and language design, for semantic communication. We argue that the problem of language design essentially falls into the scope of the joint source-channel coding (JSCC) theory with a general end-to-end distortion measure. To solve the language utilization problem, we put forth three approaches: semantic encoding, semantic decoding, and combined semantic encoding and decoding (CSED). We formulate the semantic distortion-cost region for the language utilization problem and characterize the achievable distortion-cost regions for the three approaches.
翻译:语义交流是最近引起广泛关注的一个新兴议题,然而,迄今为止,还缺乏一种得到广泛接受的对语义交流的系统化定性,本文提出了一种语义交流的新方式,我们在其中提出了语言使用和语言设计这两个根本问题,我们称之为语言使用和语言设计,用于语义交流。我们认为,语言设计问题基本上属于联合源源码理论的范围,具有一般端对端扭曲措施。为解决语言使用问题,我们提出了三种方法:语义编码、语义解码以及语义混合编码和解码。我们为语言使用问题制定了语义扭曲成本区域,并为三种方法确定了可实现的扭曲成本区域。