Probability in the Engineering and Informational Sciences · 1989 · 74 citations · 19 references
Markov Decision ProcessMarkov DecisionEngineeringPoisson ArrivalsSemi-markov DecisionStochastic SystemSystems EngineeringComputer ScienceProbability TheoryCombinatorial OptimizationDecision TheoryQueueing TheoryQuantitative ManagementQueueing SystemsOperations Research
Semi-Markov decision processes underlie the control of many queueing systems. In this paper, we deal with infinite state semi-Markov decision processes with nonnegative, unbounded costs and finite action sets. Axioms for the existence of an expected average cost optimal stationary policy are presented. These conditions generalize the work in Sennott [22] for Markov decision processes. Verifiable conditions for the axioms to hold are obtained. The theory is applied to control of the M/G/l queue with variable service parameter, with on-off server, and with batch processing, and to control of the G/M/m queue with variable arrival parameter and customer rejection. It is applied to a timesharing network of queues with a single server and finally to optimal routing of Poisson arrivals to parallel exponential servers. The final section extends the existence result to compact action spaces.
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Real Analysis and Probability.
Kenneth A. Ross, R. Ash · American Mathematical Monthly · 1975 · 732 citations