A PPO-based deep reinforcement learning xApp for O-RAN HetNets reduces energy consumption by up to 70% and improves user fairness by over 30% versus throughput-greedy baselines.
A comprehensive survey on radio resource management in 5G hetnets: Current solutions, future trends and open issues
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Optimisation of Resource Allocation in Heterogeneous Wireless Networks Using Deep Reinforcement Learning
A PPO-based deep reinforcement learning xApp for O-RAN HetNets reduces energy consumption by up to 70% and improves user fairness by over 30% versus throughput-greedy baselines.