On the rate of convergence to stationarity of the M/M/N queue in the Halfin-Whitt regime

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...

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Bibliographic Details
Main Authors: Gamarnik, David (Contributor), Goldberg, David A. (Author)
Other Authors: Sloan School of Management (Contributor)
Format: Article
Language:English
Published: Institute of Mathematical Statistics, 2013-12-23T20:46:47Z.
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Online Access:Get fulltext
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100 1 0 |a Gamarnik, David  |e author 
100 1 0 |a Sloan School of Management  |e contributor 
100 1 0 |a Gamarnik, David  |e contributor 
700 1 0 |a Goldberg, David A.  |e author 
245 0 0 |a On the rate of convergence to stationarity of the M/M/N queue in the Halfin-Whitt regime 
260 |b Institute of Mathematical Statistics,   |c 2013-12-23T20:46:47Z. 
856 |z Get fulltext  |u http://hdl.handle.net/1721.1/83256 
520 |a 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[superscript ∗] ≈ 1.85772 s.t. when a certain excess parameter B ∈ (0,B[superscript ∗]], the error in the steady-state approximation converges exponentially fast to zero at rate B[superscript 2 over 4]. For B > B[superscript ∗], 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[superscript ∗]. Our bounds scale independently of n in the Halfin-Whitt regime, and do not follow from the weak-convergence theory. 
520 |a National Science Foundation (U.S.) (Grant CMMI-0726733) 
546 |a en_US 
655 7 |a Article 
773 |t The Annals of Applied Probability