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...