Large deviations for the overflow level of G/G/1 queues in series

Karol Rosen
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Abstract

We present a result characterising the large deviations behaviour of the total overflow level in a cycle starting with zero customers for a system of G/G/1 queues in series. We also present large deviations results for the total overflow level as seen by a random customer and in stationarity. We prove that the large deviations behaviour of the total overflow level for all three distributions, in a cycle, as seen by a random customer and in stationarity, have the same decay rate. We find the most likely path to have overflow in the system. Based on those results we propose a state-independent importance sampling algorithm. We also give conditions under which that algorithm is asymptotically efficient. By means of numerical simulation, we provide evidence of the advantages of this algorithm.
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G/G/1串联队列溢出水平偏差大
对于G/G/1串联队列系统,我们给出了从零客户开始的循环中总溢出水平的大偏差行为的一个结果。我们还提出了从随机客户和平稳性中看到的总溢出水平的大偏差结果。我们证明了所有三个分布的总溢出水平的大偏差行为,在一个周期中,如随机客户和平稳性所见,具有相同的衰减率。我们找到系统中最有可能发生溢出的路径。在此基础上,提出了一种独立于状态的重要性抽样算法。我们还给出了该算法是渐近有效的条件。通过数值仿真,证明了该算法的优越性。
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