STUDYING THE EFFECTS OF THE SKEWNESS OF INTER-ARRIVAL AND SERVICE TIMES ON THE PROBABILITY DISTRIBUTION OF WAITING TIMES

Q4 Decision Sciences
Rodrigo Romero-Silva, S. Shaaban, Erika Marsillac, M. Hurtado-Hernández
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引用次数: 0

Abstract

Previous studies have shown that the mean queue length of a GI/G/1 system is significantly influenced by the skewness of inter-arrival times, but not by the skewness of service times. These results are limited because all the distributions considered in previous studies were positively skewed. To address this limitation, this paper investigates the effects of the skewness of inter-arrival and service times on the probability distribution of waiting times, when a negatively skewed distribution is used to model inter-arrival and service times. Subsequent to a series of experiments on a GI/G/1 queue using discrete-event simulation, results have shown that the lowest mean waiting time and the lowest variance of waiting times can be attained with a combination of positive inter-arrival skewness and negative service skewness. Results also show an interesting effect of the skewness of service times in the probability of no-delay in environments with a higher utilization factor.
到达时间和服务时间的偏斜对等待时间概率分布的影响研究
先前的研究表明,GI/G/1系统的平均队列长度受到到达间时间的偏斜的显著影响,但不受服务时间的偏斜影响。这些结果是有限的,因为在以前的研究中考虑的所有分布都是正偏的。为了解决这一限制,本文研究了当使用负偏斜分布对到达间和服务时间进行建模时,到达间和到达服务时间的偏斜对等待时间概率分布的影响。在使用离散事件模拟对GI/G/1队列进行一系列实验之后,结果表明,通过正到达间偏斜和负服务偏斜的组合,可以获得最低的平均等待时间和最低的等待时间方差。结果还显示,在利用率较高的环境中,服务时间的偏斜对无延迟的概率产生了有趣的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Pesquisa Operacional
Pesquisa Operacional Decision Sciences-Management Science and Operations Research
CiteScore
1.60
自引率
0.00%
发文量
19
审稿时长
8 weeks
期刊介绍: Pesquisa Operacional is published each semester by the Sociedade Brasileira de Pesquisa Operacional - SOBRAPO, performing one volume per year, and is distributed free of charge to its associates. The abbreviated title of the journal is Pesq. Oper., which should be used in bibliographies, footnotes and bibliographical references and strips.
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