4.2 Article

Asymptotic distributions and chaos for the supermarket model

Journal

ELECTRONIC JOURNAL OF PROBABILITY
Volume 12, Issue -, Pages 75-99

Publisher

INST MATHEMATICAL STATISTICS-IMS
DOI: 10.1214/EJP.v12-391

Keywords

supermarket model; join the shortest queue; random choices; power of two choices; load balancing; equilibrium; concentration of measure; law of large numbers; chaos

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In the supermarket model there are n queues, each with a unit rate server. Customers arrive in a Poisson process at rate lambda(n), where 0 < lambda < 1. Each customer chooses d >= 2 queues uniformly at random, and joins a shortest one. It is known that the equilibrium distribution of a typical queue length converges to a certain explicit limiting distribution as n --> infinity. We quantify the rate of convergence by showing that the total variation distance between the equilibrium distribution and the limiting distribution is essentially of order n(-1); and we give a corresponding result for systems starting from quite general initial conditions ( not in equilibrium). Further, we quantify the result that the systems exhibit chaotic behaviour: we show that the total variation distance between the joint law of a fixed set of queue lengths and the corresponding product law is essentially of order at most n(-1).

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