有容量服务器的以色列队列:建模和近似

IF 4.4 3区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Nir Perel, Efrat Perel, Mor Kaspi
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引用次数: 0

摘要

以色列队列是一个批处理服务轮询系统,其中单个服务器根据资历参与多个队列。每个到达的顾客都属于几个类别中的一个。到达后,客户要么加入其类的现有队列,要么启动一个新队列(如果他们是第一个到达的类)。具有最资深成员的类中的客户将作为一批一起提供服务,无论批大小如何,服务时间保持不变。这种服务模式可以在先进的电梯系统和按需共享出行等应用中找到,在这些应用中,前往同一目的地的乘客可以拼车。然而,在许多现实场景中,车辆容量很小且受限制,这需要使用有容量服务器(IQCS)对以色列队列进行更深入的探索。在本文中,我们正式定义了IQCS,并解决了创建数学上可处理的模型来表示它的挑战。为了近似IQCS,我们开发了一个准出生-死亡过程,并推导了关键性能度量的近似。为了验证我们的方法,我们实现了一个仿真模型,并用它来比较IQCS、近似模型和原始的以色列队列。我们在各种情况下的结果证明了近似模型的准确性。尽管如此,仍然存在的差距强调了精确有效地建模IQCS的持续挑战,为研究界提出了一个悬而未决的问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Israeli queue with a capacitated server: modeling and approximations

The Israeli Queue is a batch service polling system where a single server attends to multiple queues based on seniority. Each arriving customer belongs to one of several classes. Upon arrival, a customer either joins an existing queue for their class or initiates a new queue if they are the first of their class to arrive. Customers from the class with the most senior member are served together as a batch, with the service time remaining constant regardless of the batch size. This service model is found in applications like advanced elevator systems and on-demand shared mobility, where passengers heading to the same destination can share a ride. However, in many real-world scenarios, the vehicle capacities are small and constraining, which calls for a deeper exploration of the Israeli queue with a capacitated server (IQCS). In this paper, we formally define the IQCS and address the challenges of creating a mathematically tractable model to represent it. To approximate the IQCS, we develop a quasi-birth-death process and derive approximations for key performance measures. To validate our approach, we implement a simulation model and use it to compare the IQCS, the approximate model, and the original Israeli Queue. Our results across various scenarios demonstrate the accuracy of the approximate model. Nonetheless, the presence of a remaining gap underscores the ongoing challenge of precisely and efficiently modeling the IQCS, posing an open question for the research community.

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来源期刊
Annals of Operations Research
Annals of Operations Research 管理科学-运筹学与管理科学
CiteScore
7.90
自引率
16.70%
发文量
596
审稿时长
8.4 months
期刊介绍: The Annals of Operations Research publishes peer-reviewed original articles dealing with key aspects of operations research, including theory, practice, and computation. The journal publishes full-length research articles, short notes, expositions and surveys, reports on computational studies, and case studies that present new and innovative practical applications. In addition to regular issues, the journal publishes periodic special volumes that focus on defined fields of operations research, ranging from the highly theoretical to the algorithmic and the applied. These volumes have one or more Guest Editors who are responsible for collecting the papers and overseeing the refereeing process.
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