2024

Process-and-Forward: Deep Joint Source-Channel Coding Over Cooperative Relay Networks

Bian, Chenghong, Shao, Yulin, Wu, Haotian et al.

Understand

We introduce deep joint source-channel coding (DeepJSCC) schemes for image transmission over cooperative relay channels.

  • The relay either amplifies-and-forwards its received signal, called DeepJSCC-AF, or leverages neural networks to extract relevant features from its received signal, called DeepJSCC-PF (Process-and-Forward).
  • We consider both half- and full-duplex relays, and propose a novel transformer-based model at the relay.
  • For a half-duplex relay, it is shown that the proposed scheme learns to generate correlated signals at the relay and source to obtain beamforming gains.

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