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Excess Distortion Exponent Analysis for Semantic-Aware MIMO Communication Systems

Yuxuan Shi, Shuo Shao, Yongpeng Wu, Wenjun Zhang, Xiang‐Gen Xia, Chengshan Xiao

2023IEEE Transactions on Wireless Communications13 citationsDOI

Abstract

In this paper, the analysis of excess distortion exponent for joint source-channel coding (JSCC) in semantic-aware communication systems is presented. By introducing an unobservable semantic source, we extend the classical results by Csiszar to semantic-aware communication systems. Both upper and lower bounds of the exponent for the discrete memoryless source-channel pair are established. Moreover, an extended achievable bound of the excess distortion exponent for MIMO systems is derived. Further analysis explores how the block fading and numbers of antennas influence the exponent of semantic-aware MIMO systems. Our results offer some theoretical bounds of error decay performance and can be used to guide future semantic communications with joint source-channel coding scheme.

Topics & Concepts

ExponentFadingMIMOComputer scienceCoding (social sciences)Communications systemChannel (broadcasting)Decoding methodsUnobservableMathematicsAlgorithmTheoretical computer scienceTelecommunicationsStatisticsEconometricsPhilosophyLinguisticsAdvanced Wireless Communication TechniquesWireless Communication Security TechniquesWireless Signal Modulation Classification