Fast Jackson Networks

We extend the results of Vvedenskaya, Dobrushin and Karpelevich to Jackson networks. Each node j, 1 ≤ j ≤ J of the network consists of N identical channels, each with an infinite buffer and a single server with service rate μj. The network is fed by a family of independent Poisson flows of rates N λ...

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Veröffentlicht in:The Annals of applied probability 1999-08, Vol.9 (3), p.854-870
Hauptverfasser: Martin, J. B., Yu. M. Suhov
Format: Artikel
Sprache:eng
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Zusammenfassung:We extend the results of Vvedenskaya, Dobrushin and Karpelevich to Jackson networks. Each node j, 1 ≤ j ≤ J of the network consists of N identical channels, each with an infinite buffer and a single server with service rate μj. The network is fed by a family of independent Poisson flows of rates N λ1,..., N λJarriving at the corresponding nodes. After being served at node j, a task jumps to node k with probability pjkand leaves the network with probability p* j= 1 - Σkpjk. Upon arrival at any node, a task selects m of the N channels there at random and joins the one with the shortest queue. The state of the network at time t ≥ 0 may be described by the vector$\underline{r}(t) = \{r_j$(n, t), 1 ≤ j ≤ J, n ∈ Z+}, where rj(n, t) is the proportion of channels at node j with queue length at least n at time t. We analyze the limit N → ∞. We show that, under a standard nonoverload condition, the limiting invariant distribution (ID) of the process$\underline{r}$is concentrated at a single point, and the process itself asymptotically approaches a single trajectory. This trajectory is identified with the solution to a countably infinite system of ODE's, whose fixed point corresponds to the limiting ID. Under the limiting ID, the tail of the distribution of queue-lengths decays superexponentially, rather than exponentially as in the case of standard Jackson networks-hence the term "fast networks" in the title of the paper.
ISSN:1050-5164
2168-8737
DOI:10.1214/aoap/1029962816