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Dapeng Yan

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Conference Jul 2026

TS-D3QS: A Traffic-State-Aware Dueling Double-DQN Scheduler for Adaptive Network Queue Control

Adaptive queue management must balance throughput, delay, packet loss, and fairness under changing traffic and resource conditions. This paper proposes TS-D3QS, a traffic-state-aware queue scheduler that formulates multi-queue resource allocation as a discrete reinforcement-learning problem. The scheduler observes norm...

Hao-Yan Wang, Q. Guan, Dapeng Yan et al. · 0 citations

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