Call admission control and routing in integrated services networks using neuro-dynamic programming

@article{Marbach2000CallAC,
  title={Call admission control and routing in integrated services networks using neuro-dynamic programming},
  author={Peter Marbach and Oliver Mihatsch and John N. Tsitsiklis},
  journal={IEEE Journal on Selected Areas in Communications},
  year={2000},
  volume={18},
  pages={197-208}
}
We consider the problem of call admission control (CAC) and routing in an integrated services network that handles several classes of calls of different value and with different resource requirements. The problem of maximizing the average value of admitted calls per unit time (or of revenue maximization) is naturally formulated as a dynamic programming problem, but is too complex to allow for an exact solution. We use methods of neuro-dynamic programming (NDP) [reinforcement learning (RL… CONTINUE READING
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