Abstract
This letter proposes a novel anti-interference technique, semantic interference cancellation (SemantIC), for enhancing information quality towards the sixth-generation (6G) wireless networks. SemantIC only requires the receiver to concatenate the channel decoder with a semantic auto-encoder. This constructs a turbo loop which iteratively and alternately eliminates noise in the signal domain and the semantic domain. From the viewpoint of network information theory, the neural network of the semantic auto-encoder stores side information by training, and provides side information in iterative decoding, as an implementation of the Wyner-Ziv theorem. Simulation results verify the performance improvement by SemantIC without extra channel resource cost.
| Original language | English |
|---|---|
| Pages (from-to) | 1810-1814 |
| Number of pages | 5 |
| Journal | IEEE Communications Letters |
| Volume | 28 |
| Issue number | 8 |
| DOIs | |
| State | Published - 2024 |
Keywords
- Semantic interference cancellation
- Wyner-Ziv theorem
- anti-interference
- side information
- turbo principle
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