Prof. Thamer Mohammed Jameel, a lecturer in the Department of Communications Engineering, published research entitled "Digital beamforming enhancement with LSTM -based deep learning for millimeter wave transmission
The research aims to use artificial intelligence networks' intense learning to form the radiation model for intelligent antenna arrays and make significant contributions in the fields of wireless communications, especially in the field of wireless wave transmission, by integrating digital beamforming techniques with deep learning
The most essential results showed:
LSTM model training results
RMSE loss per mini-batch
RMSE per mini-batch ranged from 11.47 to 295.93
Loss per mini-batch ranged from 65.8 to 43786.3
The results show a downward trend and adapt to the data.
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