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Functional central limit theorems for Markov-modulated infinite-server systems

机译:马尔可夫调制无限服务器系统的泛函中心极限定理

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In this paper we study the Markov-modulated M/M/ queue, with a focus on the correlation structure of the number of jobs in the system. The main results describe the system's asymptotic behavior under a particular scaling of the model parameters in terms of a functional central limit theorem. More specifically, relying on the martingale central limit theorem, this result is established, covering the situation in which the arrival rates are sped up by a factor N and the transition rates of the background process by , for some . The results reveal an interesting dichotomy, with crucially different behavior for and , respectively. The limiting Gaussian process, which is of the Ornstein-Uhlenbeck type, is explicitly identified, and it is shown to be in accordance with explicit results on the mean, variances and covariances of the number of jobs in the system.
机译:在本文中,我们研究了马尔可夫调制的M / M /队列,重点是系统中作业数量的相关结构。主要结果根据功能中心极限定理描述了模型参数在特定比例下的系统渐近行为。更具体地说,依靠rely中心极限定理,建立了这个结果,涵盖了某些情况下到达率加快了N倍,背景过程的转变速率加快了的情况。结果揭示了一个有趣的二分法,对于和分别具有截然不同的行为。明确地确定了Ornstein-Uhlenbeck类型的极限高斯过程,并且证明该过程符合系统上作业数量的均值,方差和协方差的明确结果。

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