A Tchebycheff-Guided MARL-Based Channel Access in IEEE 802.11ah Networks
Tian Qiu, Litianyi Zhang, Peng Cheng, Shenghong Li et autres
This paper addresses the challenge of balancing per-station throughput and overall fairness for IEEE 802.11ah uplink scenarios with heterogeneous link conditions and shared-medium contention. We propose a learning-based MAC-layer enhancement that replaces the backoff mechanism with a policy-driven transmission decision, enabling explicit …
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IEEE Transactions on Vehicular Technology