Taimur Karamat

Hybrid DQN–PPO control for joint queue management and bandwidth allocation under bursty network traffic

A hybrid reinforcement learning (RL) framework that jointly controls queue management and bandwidth allocation in bursty multi-service networks and demonstrates the effectiveness of coordinated learning-based control for stable and QoS-aware operation in bursty networked systems.