Deep unfolding networks, PGD-Net for hybrid beamforming and GNN-aided AO-Net for power control, are applied to multi-port matching networks, approaching WMMSE and MO-AltMin with lower complexity.
Performance evaluation of dynamic metasurface antennas: Impact of insertion losses and coupling,
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Deep Unfolding Beamforming and Power Control Designs for Multi-Port Matching Networks
Deep unfolding networks, PGD-Net for hybrid beamforming and GNN-aided AO-Net for power control, are applied to multi-port matching networks, approaching WMMSE and MO-AltMin with lower complexity.