RL-QN: A Reinforcement Learning Framework for Optimal Control of Queueing Systems.
Bai LiuQiaomin XieEytan H. ModianoPublished in: CoRR (2020)
Keyphrases
- optimal control
- reinforcement learning
- control problems
- queueing systems
- dynamic programming
- rl algorithms
- stochastic control
- actor critic
- markov decision processes
- control strategy
- function approximation
- infinite horizon
- average cost
- state space
- learning algorithm
- brownian motion
- machine learning
- optimal policy
- control law
- model free
- reinforcement learning algorithms
- special case
- real time