RL-QN: A Reinforcement Learning Framework for Optimal Control of Queueing Systems.
Bai LiuQiaomin XieEytan H. ModianoPublished in: ACM Trans. Model. Perform. Evaluation Comput. Syst. (2022)
Keyphrases
- optimal control
- reinforcement learning
- control problems
- queueing systems
- infinite horizon
- stochastic control
- dynamic programming
- function approximation
- control strategy
- rl algorithms
- markov decision processes
- actor critic
- state space
- policy iteration
- model free
- policy gradient
- arrival rate
- special case
- queueing networks
- temporal difference
- neural network
- graphical models
- probabilistic model
- optimal control problems