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Functional central limit theorems for a large network in which customers join the shortest of several queues

机译:大型网络的功能中心极限定理,其中客户加入了几个队列中最短的一个

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摘要

We consider N single server infinite buffer queues with service rate beta. Customers arrive at rate Nalpha, choose L queues uniformly, and join the shortest. We study the processes t is an element of R+ (bar right arrow) R-t(N) = (R-t(N)(k))(kis an element ofN) for large N, where R-t(N)(k) is the fraction of queues of length at least k at time t. Laws of large numbers (LLNs) are known, see Vvedenskaya et al. [15], Mitzenmacher [12] and Graham [5]. We consider certain Hilbert spaces with the weak topology. First, we prove a functional central limit theorem (CLT) under the a priori assumption that the initial data R-0(N) satisfy the corresponding CLT. We use a compactness-uniqueness method, and the limit is characterized as an Ornstein-Uhlenbeck (OU) process. Then, we study the R-N in equilibrium under the stability condition alphainfinity) lim (t-->infinity)= lim(t-->infinity)lim(N-->infinity) by a compactness-uniqueness method. We deduce a posteriori the CLT for R-0(N) under the invariant laws, an interesting result in its own right. The main tool for proving tightness of the implicitly defined invariant laws in the CLT scaling and ergodicity of the limit OU process is a global exponential stability result for the nonlinear dynamical system obtained in the functional LLN limit.
机译:我们考虑服务速率为beta的N个单服务器无限缓冲区队列。客户到达率Nalpha,统一选择L个队列,然后加入最短的队列。我们研究过程t是R +的一个元素(向右箭头)Rt(N)=(Rt(N)(k))(是大N的N的元素),其中Rt(N)(k)是分数在时间t长度至少为k的队列的总数。已知大数定律(LLN),请参见Vvedenskaya等。 [15],Mitzenmacher [12]和Graham [5]。我们考虑某些具有弱拓扑的希尔伯特空间。首先,我们在初始数据R-0(N)满足相应CLT的先验假设下证明了函数中心极限定理(CLT)。我们使用紧致唯一性方法,该极限的特征是一个Ornstein-Uhlenbeck(OU)过程。然后,我们研究了在稳定性条件α<β时处于平衡状态的R-N,并证明了在平衡状态下限制OU过程的功能性CLT。我们使用遍历性,并通过紧凑唯一性方法证明极限lim(N-> infinity)lim(t-> infinity)= lim(t-> infinity)lim(N-> infinity)的极限值的求逆。我们根据不变定律推论出R-0(N)的CLT后验,这本身就是一个有趣的结果。证明隐式定义不变律在CLT缩放和极限OU过程的遍历性中的紧密性的主要工具是在函数LLN极限中获得的非线性动力学系统的全局指数稳定性结果。

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