Abstract
We prove several results about the rate of convergence to stationarity, that is, the spectral gap, for the M/M/n queue in the Halfin-Whitt regime. We identify the limiting rate of convergence to steady-state, and discover an asymptotic phase transition that occurs w.r.t. this rate. In particular, we demonstrate the existence of a constant B* ≈ 1.85772 s.t. when a certain excess parameter B ∈ (0, B*], the error in the steady-state approximation converges exponentially fast to zero at rate B2/4. For B > B*, the error in the steady-state approximation converges exponentially fast to zero at a different rate, which is the solution to an explicit equation given in terms of special functions. This result may be interpreted as an asymptotic version of a phase transition proven to occur for any fixed n by van Doorn [Stochastic Monotonicity and Queueing Applications of Birth-death Processes (1981) Springer]. We also prove explicit bounds on the distance to stationarity for the M/M/n queue in the Halfin-Whitt regime, when B < B*. Our bounds scale independently of n in the Halfin-Whitt regime, and do not follow from the weak-convergence theory. © Institute of Mathematical Statistics, 2013.
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Gamarnik, D., & Goldberg, D. A. (2013). On the rate of convergence to stationarity of the M/M/n queue in the Halfin-Whitt regime. Annals of Applied Probability, 23(5), 1879–1912. https://doi.org/10.1214/12-AAP889
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