Communication systems to date primarily aim at reliably communicating bit sequences. Such an approach provides efficient engineering designs that are agnostic to the meanings of the messages or to the goal that the message exchange aims to achieve. Next generation systems, however, can be potentially enriched by folding message semantics and goals of communication into their design. Further, these systems can be made cognizant of the context in which communication exchange takes place, providing avenues for novel design insights. This tutorial summarizes the efforts to date, starting from its early adaptations, semantic-aware and task-oriented communications, covering the foundations, algorithms and potential implementations. The focus is on approaches that utilize information theory to provide the foundations, as well as the significant role of learning in semantics and task-aware communications.
翻译:迄今为止,通信系统的主要目的是可靠地传播比特序列。这种方法提供了高效的工程设计,对信息的含义或信息交换所要实现的目标具有不可知性。然而,下一代系统可以通过将信息语义和通信目标与其设计相融合而丰富。此外,还可以使这些系统认识到进行通信交流的背景,为新的设计洞察提供途径。这一指导总结了迄今为止的努力,从早期的适应、语义认知和任务导向通信开始,涵盖基础、算法和潜在实施。重点是利用信息理论提供基础的方法,以及学习语义和任务意识通信的重要作用。