Weighted Dyck paths and nonstationary queues

IF 0.5 4区 数学 Q4 STATISTICS & PROBABILITY
G. Bet, Jori Selen, Alessandro Zocca
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引用次数: 0

Abstract

Abstract We consider a model for a queue in which only a fixed number N of customers can join. Each customer joins the queue independently at an exponentially distributed time. Assuming further that the service times are independent and follow an exponential distribution, this system can be described as a two-dimensional Markov chain on a finite triangular region of the square lattice. We interpret the resulting random walk on as a Dyck path that is weighted according to some state-dependent transition probabilities that are constant along one axis, but are rather general otherwise. We untangle the resulting intricate combinatorial structure by introducing appropriate generating functions that exploit the recursive structure of the model. This allows us to derive an explicit expression for the probability mass function of the number of customers served in any busy period (equivalently, of the length of any excursion of the Dyck path above the diagonal) as a weighted sum with alternating sign over a certain subclass of Dyck paths.
加权Dyck路径与非平稳队列
摘要我们考虑一个队列模型,其中只有固定数量的N个客户可以加入。每个客户都以指数分布的时间独立地加入队列。进一步假设服务时间是独立的并且遵循指数分布,该系统可以被描述为正方形网格的有限三角形区域上的二维马尔可夫链。我们将由此产生的随机行走解释为Dyck路径,该路径根据一些状态相关的转移概率进行加权,这些转移概率沿一个轴是恒定的,但在其他方面相当普遍。我们通过引入利用模型递归结构的适当生成函数来解开由此产生的复杂组合结构。这允许我们导出在任何繁忙时段中服务的客户数量的概率质量函数的显式表达式(等效地,Dyck路径在对角线上方的任何偏移的长度),作为Dyck路径的某个子类上的具有交替符号的加权和。
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来源期刊
Stochastic Models
Stochastic Models 数学-统计学与概率论
CiteScore
1.30
自引率
14.30%
发文量
42
审稿时长
>12 weeks
期刊介绍: Stochastic Models publishes papers discussing the theory and applications of probability as they arise in the modeling of phenomena in the natural sciences, social sciences and technology. It presents novel contributions to mathematical theory, using structural, analytical, algorithmic or experimental approaches. In an interdisciplinary context, it discusses practical applications of stochastic models to diverse areas such as biology, computer science, telecommunications modeling, inventories and dams, reliability, storage, queueing theory, mathematical finance and operations research.
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