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Combining AI/ML and PHY Layer Rule Based Inference -- Some First Results
In 3GPP New Radio (NR) Release 18 we see the first study item starting in May 2022, which will evaluate the potential of AI/ML methods for Radio Access Network (RAN) 1, i. e., for mobile radio PHY and MAC layer applications.
Transfer Learning Capabilities of Untrained Neural Networks for MIMO CSI Recreation
Machine learning (ML) applications for wireless communications have gained momentum on the standardization discussions for 5G advanced and beyond.
Machine Learning for CSI Recreation Based on Prior Knowledge
Based on the prior-CSIs, their locations and the location of the desired channel, the cGAN is trained to output the channel expected at the desired location.
Machine Learning for Model Order Selection in MIMO OFDM Systems
A variety of wireless channel estimation methods, e. g., MUSIC and ESPRIT, rely on prior knowledge of the model order.
Two-step Machine Learning Approach for Channel Estimation with Mixed Resolution RF Chains
Massive MIMO is one of the main features of 5G mobile radio systems.
