Validity of heavy traffic steady-state approximations in generalized Jackson networks

Citation
Gamarnik, David et Zeevi, Assaf, Validity of heavy traffic steady-state approximations in generalized Jackson networks, Annals of applied probability , 16(1), 2007, pp. 56-90
ISSN journal
10505164
Volume
16
Issue
1
Year of publication
2007
Pages
56 - 90
Database
ACNP
SICI code
Abstract
We consider a single class open queueing network, also known as a generalized Jackson network (GJN). A classical result in heavy-traffic theory asserts that the sequence of normalized queue length processes of the GJN converge weakly to a reflected Brownian motion (RBM) in the orthant, as the traffic intensity approaches unity. However, barring simple instances, it is still not known whether the stationary distribution of RBM provides a valid approximation for the steady-state of the original network. In this paper we resolve this open problem by proving that the re-scaled stationary distribution of the GJN converges to the stationary distribution of the RBM, thus validating a so-called .interchange-of-limits. for this class of networks. Our method of proof involves a combination of Lyapunov function techniques, strong approximations and tail probability bounds that yield tightness of the sequence of stationary distributions of the GJN.