Advancements in Queuing Network Simulation and Reinforcement Learning Strategies

This chapter introduces the QGEN framework from Columbia University, designed to improve the simulation of Queuing and Network systems using deep learning and reinforcement learning. It addresses the shortcomings of traditional queuing policies and presents innovative techniques for defining action spaces in complex network environments.