A site-specific transformer model learns to probe key portions of the self-interference channel with few measurements and then designs full-duplex beams that outperform explicit channel estimation in ray-tracing simulations.
Full-duplex mmWave MIMO with finite-resolution phase shifters
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A site-specific beam learning method for full-duplex massive MIMO uses designed beam codebooks and deep learning to produce low self-interference high-SNR beams with 75-97% fewer measurements than explicit self-interference channel estimation.
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Site-Specific Beamforming for Full-Duplex Massive MIMO Systems via Implicit Channel Estimation
A site-specific transformer model learns to probe key portions of the self-interference channel with few measurements and then designs full-duplex beams that outperform explicit channel estimation in ray-tracing simulations.
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Site-Specific Beam Learning for Full-Duplex Massive MIMO Wireless Systems
A site-specific beam learning method for full-duplex massive MIMO uses designed beam codebooks and deep learning to produce low self-interference high-SNR beams with 75-97% fewer measurements than explicit self-interference channel estimation.