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Optimum Beamforming and Grating Lobe Mitigation for Intelligent Reflecting Surfaces
Computing these extra phases is computationally challenging when they can only be picked from a discrete distribution, and existing approaches for solving this problem were either heuristic or based on evolutionary algorithms.
Enhancements for 5G NR PRACH Reception: An AI/ML Approach
The UE identifies itself by embedding a Preamble Index (RAPID) in the phase rotation of a known base sequence, which it transmits on the Physical Random Access Channel (PRACH).
Machine Learning Decoder for 5G NR PUCCH Format 0
5G cellular systems depend on the timely exchange of feedback control information between the user equipment and the base station.
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