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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Sum-Rate Maximization in IRS–NOMA O-RAN

M. I. Muhammad J. Shehab Member Ieee Ahmed Badawy Member Ieee Tamer Khattab Senior Member Ieee Mohamed Elsayed Senior Member Ieee Saeed Salem Fellow Ieee Carla Fabiana Chiasserini M. Barhamgi Qatar. M. Elsayed Qatar. T. Khattab C. Chiasserini
· 0 citations · 39 references

TL;DR

A cross-layer secure sum-rate maximization framework that jointly addresses physical-layer secrecy and network-layer packet loss in IRS–NOMA O-RAN environments and develops SecureO-RAN-SAC, a deep reinforcement learning algorithm based on Soft Actor-Critic v2, which learns near-optimal policies in real time.

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