Steady-State Analysis of Load Balancing with Coxian-22 Distributed Service Times

preprint2021arXivOpen access

Abstract

This paper studies load balancing for many-server (NN servers) systems. Each server has a buffer of size b−1,b-1, and can have at most one job in service and b−1b-1 jobs in the buffer. The service time of a job follows the Coxian-2 distribution. We focus on steady-state performance of load balancing policies in the heavy traffic regime such that the normalized load of system is λ=1−N−αλ= 1 - N^{-α} for 0<α<0.5.0<α<0.5. We identify a set of policies that achieve asymptotic zero waiting. The set of policies include several classical policies such as join-the-shortest-queue (JSQ), join-the-idle-queue (JIQ), idle-one-first (I1F) and power-of-dd-choices (Podd) with d=O(Nαlog⁡N)d=O(N^α\log N). The proof of the main result is based on Stein's method and state space collapse. A key technical contribution of this paper is the iterative state space collapse approach that leads to a simple generator approximation when applying Stein's method.

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