Fairness-Guided DQN-Based TXOP Control for NR-U/Wi-Fi Coexistence

Name: Fairness-Guided DQN-Based TXOP Control for NR-U/Wi-Fi Coexistence
Uploaded: 2026-10-12T08:10:44.932971+00:00
Duration: 374 s
Description: The paper proposes a fairness-guided Deep Q-Network (DQN) to adapt NR-U transmission opportunities (TXOP) in unlicensed spectrum coexistence with Wi-Fi. It uses two reward designs, Q1 for strict per-node throughput balance and Q2 for broader fairness, showing that the system can be configured to prioritize different objectives like strict fairness or utility improvement.

The paper proposes a fairness-guided Deep Q-Network (DQN) to adapt NR-U transmission opportunities (TXOP) in unlicensed spectrum coexistence with Wi-Fi. It uses two reward designs, Q1 for strict per-node throughput balance and Q2 for broader fairness, showing that the system can be configured to prioritize different objectives like strict fairness or utility improvement.

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