论文标题
物联网的目标通信和数据压缩的应用
Goal-Oriented Communications for the IoT and Application to Data Compression
论文作者
论文摘要
物联网(IoT)设备将在新兴应用程序中发挥重要作用,因为它们的感应,驱动,处理和无线通信功能会刺激智能应用程序的数据收集,传输和决策过程。但是,新的挑战是由物联网设备的广泛普及,包括处理更复杂的数据结构和高维数据/信号的需求。物联网数据的前所未有的数量,异质性和速度要求通信范式从搜索准确性或忠诚度转变为语义提取和目标成就。在本文中,我们在这个新成立的目标(GO)和语义通信领域中提供了部分但有见地的概述,重点是IoT应用程序的GO数据压缩问题。
Internet of Things (IoT) devices will play an important role in emerging applications, since their sensing, actuation, processing, and wireless communication capabilities stimulate data collection, transmission and decision processes of smart applications. However, new challenges arise from the widespread popularity of IoT devices, including the need for processing more complicated data structures and high dimensional data/signals. The unprecedented volume, heterogeneity, and velocity of IoT data calls for a communication paradigm shift from a search for accuracy or fidelity to semantics extraction and goal accomplishment. In this paper, we provide a partial but insightful overview of recent research efforts in this newly formed area of goal-oriented (GO) and semantic communications, focusing on the problem of GO data compression for IoT applications.