Aggregation of Perturbation Realization Factors and Service Rate-Based Policy Iteration for Queueing Systems.
Li XiaXi-Ren CaoPublished in: CDC (2006)
Keyphrases
- queueing systems
- policy iteration
- traffic intensity
- heavy traffic
- markov decision processes
- single server
- finite buffer
- arrival rate
- queueing model
- control problems
- service times
- reinforcement learning
- optimal policy
- model free
- queueing networks
- steady state
- queue length
- optimal control
- long run
- least squares
- fixed point
- finite state
- infinite horizon
- asymptotically optimal
- markov decision process
- large deviations
- markov processes
- convergence rate
- service providers
- linear programming
- parallel machines
- special case
- service quality
- markov chain
- state dependent
- fluid model
- learning algorithm
- markov process
- stationary distribution
- mathematical model
- call center