On the uniqueness of solutions to the Poisson equations for average cost Markov chains with bounded cost functions

On the uniqueness of solutions to the Poisson equations for average cost Markov chains with bounded cost functions

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Article ID: iaor20051047
Country: Germany
Volume: 58
Issue: 2
Start Page Number: 221
End Page Number: 236
Publication Date: Jan 2003
Journal: Mathematical Methods of Operations Research (Heidelberg)
Authors: ,
Abstract:

We consider the Poisson equations for denumerable Markov chains with unbounded cost functions. Solutions to the Poisson equations exist in the Banach space of bounded real-valued functions with respect to a weighted supremum norm such that the Markov chain is geometrically ergodic. Under minor additional assumptions the solution is also unique. We give a novel probabilistic proof of this fact using relations between ergodicity and recurrence. The expressions involved in the Poisson equations have many solutions in general. However, the solution that has a finite norm with respect to the weighted supremum norm is the unique solution to the Poisson equations. We illustrate how to determine this solution by considering three queueing examples: a multi-server queue, two independent single server queues, and a priority queue with dependence between the queues.

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