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Markov-modulated infinite-server queues with general service times

机译:具有一般服务时间的Markov调制无限服务器队列

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This paper analyzes several aspects of the Markov-modulated infinite-server queue. In the system considered (ⅰ) particles arrive according to a Poisson process with rate λ_i when an external Markov process ("background process") is in state i, (ⅱ) service times are drawn from a distribution with distribution function F_i(·) when the state of the background process (as seen at arrival) is i, (ⅲ) there are infinitely many servers. We start by setting up explicit formulas for the mean and variance of the number of particles in the system at time t ≥ 0, given the system started empty. The special case of exponential service times is studied in detail, resulting in a recursive scheme to compute the moments of the number of particles at an exponentially distributed time, as well as their steady-state counterparts. Then we consider an asymptotic regime in which the arrival rates are sped up by a factor N, and the transition times by a factor N~(1+ε) (for some ε > 0). Under this scaling it turns out that the number of customers at time t ≥ 0 obeys a central limit theorem; the convergence of the finite-dimensional distributions is proven.
机译:本文分析了马尔可夫调制无限服务器队列的几个方面。在所考虑的系统中,当外部马尔可夫过程(“背景过程”)处于状态i时,(ⅰ)个粒子按照泊松过程以速率λ_i到达,(ⅱ)从具有分布函数F_i(·)的分布中得出服务时间当后台进程的状态(如到达时所示)为i,(ⅲ)有无限多的服务器。首先,给定系统为空时,在时间t≥0时,为系统中粒子数的均值和方差建立明确的公式。详细研究了指数服务时间的特殊情况,得出了一种递归方案,用于计算指数分布时间处的粒子数及其稳态对应物的矩。然后,我们考虑一种渐近状态,其中到达速率以因子N加速,过渡时间以因子N〜(1 +ε)加速(对于某些ε> 0)。在这种缩放下,结果表明,在时间t≥0时的客户数量遵循中心极限定理;证明了有限维分布的收敛性。

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