Reconfigurable Intelligent Surface Assisted Semantic Communication Systems

2023 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC)(2023)

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摘要
Semantic communication, which focuses on conveying the meaning of information rather than exact bit reconstruction, has gained considerable attention in recent years. Meanwhile, reconfigurable intelligent surface (RIS) is a promising technology that can achieve high spectral and energy efficiency by dynamically reflecting incident signals through programmable passive components. In this paper, we put forth a semantic communication scheme aided by RIS. Using text transmission as an example, experimental results demonstrate that the RIS-assisted semantic communication system outperforms the point-to-point semantic communication system in terms of BLEU scores in Rayleigh fading channels, especially at low signal-to-noise ratio (SNR) regimes. In addition, the RIS-assisted semantic communication system exhibits superior robustness against channel estimation errors compared to its point-to-point counterpart. RIS can improve performance as it provides extra line-of-sight (LoS) paths and enhances signal propagation conditions compared to point-to-point systems.
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关键词
Communication Systems,Reconfigurable Intelligent Surface,Semantic Communication,Semantic Communication System,Signal-to-noise,Fading Channel,Channel Estimation,Rayleigh Fading Channel,Semantic System,Channel Estimation Error,Benchmark,Neural Network,Upper Bound,Decoding,Phase Shift,Reflection Coefficient,Beamforming,Words In Sentences,Quality Of Communication,Reliable Communication,Perfect Channel State Information,Massive Multiple-input Multiple-output,Imperfect Estimation,Imperfect Channel State Information,Channel Phase,Complex Gaussian Noise
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