Collaborative Beamforming with DQN for Interference Mitigation in 5G and Beyond Networks

Collaborative Beamforming with DQN for Interference Mitigation in 5G and Beyond Networks

This paper addresses the problem of side lobe interference in 5G networks by proposing a unique collaborative beamforming strategy based on Deep Q-Network (DQN) reinforcement learning. Our method, which operates in the sub-6 GHz band, maximizes beam steering and power management by using a two-anten...

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Bibliographic Details
Main Authors: Alaelddin F. Y. Mohammed, Salman Md Sultan, Sakshi Patni
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Telecom
Subjects:
collaborative beamforming
Deep Q-Network (DQN)
5G networks
interference mitigation
LSTM neural networks
OFDM
Online Access:https://www.mdpi.com/2673-4001/5/4/60
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