Externalities in Queues as Stochastic Processes: The Case of FCFS M/G/1

Q1 Mathematics Stochastic Systems Pub Date : 2022-07-06 DOI:10.1287/stsy.2022.0021
R. Jacobovic, M. Mandjes
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引用次数: 3

Abstract

Externalities are the costs that a user of a common resource imposes on others. In the context of an FCFS M/G/1 queue, where a customer with service demand [Formula: see text] arrives when the workload level is [Formula: see text], the externality [Formula: see text] is the total waiting time that could be saved if this customer gave up on their service demand. In this work, we analyze the externalities process [Formula: see text]. It is shown that this process can be represented by an integral of a (shifted in time by v) compound Poisson process with a positive discrete jump distribution, so that [Formula: see text] is convex. Furthermore, we compute the Laplace-Stieltjes transform of the finite-dimensional distributions of [Formula: see text] and its mean and auto-covariance functions. We also identify conditions under which a sequence of normalized externalities processes admits a weak convergence on [Formula: see text] equipped with the uniform metric to an integral of a (shifted in time by v) standard Wiener process. Finally, we also consider the extended framework when v is a general nonnegative random variable which is independent from the arrival process and the service demands. Our analysis leads to substantial generalizations of the results presented in the existing literature. Funding: This research was supported by the European Union’s Horizon 2020 research and innovation programme [Marie Skłodowska-Curie Grant Agreement 945045] and the NWO Gravitation project NETWORKS [Grant 024.002.003].
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队列中的外部性作为随机过程:FCFS M/G/1的例子
外部性是一个共同资源的用户强加给其他人的成本。在FCFS M/G/1队列的上下文中,当工作负载级别为[公式:见文本]时,有服务需求的客户[公式:参见文本]到达,外部性[公式:看文本]是指如果该客户放弃其服务需求,可以节省的总等待时间。在这项工作中,我们分析了外部性过程[公式:见正文]。结果表明,这个过程可以用一个(在时间上移动了v)具有正离散跳跃分布的复合泊松过程的积分来表示,因此[公式:见正文]是凸的。此外,我们计算了[公式:见正文]的有限维分布的拉普拉斯-斯蒂尔杰变换及其均值和自协方差函数。我们还确定了一系列归一化外部性过程在[公式:见正文]上允许弱收敛的条件,该条件配备了对(在时间上移动v)标准维纳过程的积分的一致度量。最后,我们还考虑了当v是一个与到达过程和服务需求无关的一般非负随机变量时的扩展框架。我们的分析对现有文献中的结果进行了实质性的概括。资金:这项研究得到了欧盟地平线2020研究和创新计划[Marie Skłodowska Curie拨款协议945045]和NWO引力项目NETWORKS[拨款024.002.003]的支持。
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来源期刊
Stochastic Systems
Stochastic Systems Decision Sciences-Statistics, Probability and Uncertainty
CiteScore
3.70
自引率
0.00%
发文量
18
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