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Age of Semantic Information-Aware Wireless Transmission for Remote Monitoring Systems

  • Xue Han
  • , Biqian Feng
  • , Yongpeng Wu*
  • , Xiang Gen Xia
  • , Wenjun Zhang
  • , Shengli Sun
  • *此作品的通讯作者
  • Shanghai Jiao Tong University
  • University of Delaware
  • CAS - Shanghai Institute of Technical Physics

科研成果: 期刊稿件文章同行评审

摘要

Semantic communication is emerging as an effective means of facilitating intelligent and context-aware communication for next-generation communication systems. In this paper, we propose a novel metric called Age of Incorrect Semantics (AoIS) for the transmission of video frames over multiple-input multiple-output (MIMO) channels in a monitoring system. Different from the conventional age-based approaches, we jointly consider the information freshness and the semantic importance, and then formulate a time-averaged AoIS minimization problem by jointly optimizing the semantic actuation indicator, transceiver beamformer, and the semantic symbol design. We first transform the original problem into a low-complexity problem via the Lyapunov optimization. Then, we decompose the transformed problem into multiple subproblems and adopt the alternative optimization (AO) method to solve each subproblem. Specifically, we propose two efficient algorithms, i.e., the successive convex approximation (SCA) algorithm and the low-complexity zero-forcing (ZF) algorithm for optimizing transceiver beamformer. We adopt exhaustive search methods to solve the semantic actuation policy indicator optimization problem and the transmitted semantic symbol design problem. Experimental results demonstrate that our scheme can preserve more than 50% of the original information under the same AoIS compared to the constrained baselines.

源语言英语
页(从-至)2939-2953
页数15
期刊IEEE Transactions on Wireless Communications
25
DOI
出版状态已出版 - 2026
已对外发布

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