Queueing Network Controls via Deep Reinforcement Learning.
Jim G. DaiMark O. GluzmanPublished in: CoRR (2020)
Keyphrases
- queueing networks
- reinforcement learning
- product form
- steady state
- heavy traffic
- multiclass queueing networks
- queueing systems
- function approximation
- long run
- state dependent
- optimal policy
- fluid model
- stationary distribution
- arrival rate
- single server
- queue length
- control problems
- buffer allocation
- state space
- machine learning
- markov decision processes
- scheduling policies
- dynamic programming
- utility function
- markov chain
- queueing model
- data management
- single class
- diffusion approximations
- learning algorithm