A Moment Approach for a Conditional Central Limit Theorem of Infinite-Server Queue: A Case of M/MX/∞ Queue

Author:

Nakamura  Ayane1,Phung-Duc  Tuan2ORCID

Affiliation:

1. Graduate School of Science and Technology, University of Tsukuba, Tsukuba 305-8577, Japan

2. Institute of Systems and Information Engineering, University of Tsukuba, Tsukuba 305-8577, Japan

Abstract

Several studies have been conducted on scaling limits for Markov-modulated infinite-server queues. To the best of our knowledge, most of these studies adopt an approach to prove the convergence of the moment-generating function (or characteristic function) of the random variable that represents a scaled version of the number of busy servers and show the weak law of large numbers and the central limit theorem (CLT). In these studies, an essential assumption is the finiteness of the phase process and, in most of them, the CLT for the number of busy servers conditional on the phase (or the joint states) has not been considered. This paper proposes a new method called the moment approach to address these two limitations in an infinite-server batch service queue, which is called the M/MX/∞ queue. We derive the conditional weak law of large numbers and a recursive formula that suggests the conditional CLT. We derive series expansion of the conditional raw moments, which are used to confirm the conditional CLT by a symbolic algorithm.

Funder

JSPS KAKENHI

JST SPRING

F-MIRAI: R&D Center

University of Tsukuba

Toyota Motor Corporation collaborative R&D center

Publisher

MDPI AG

Subject

General Mathematics,Engineering (miscellaneous),Computer Science (miscellaneous)

Reference12 articles.

1. A central limit theorem for Markov-modulated infinite-server queues;Blom;Analytical and Stochastic Modeling Techniques and Applications, Lecture Notes in Computer Science,2013

2. A functional central limit theorem for a Markov-modulated infinite-server queue;Anderson;Methodol. Comput. Appl. Probab.,2016

3. Functional central limit theorems for Markov-modulated infinite-server systems;Blom;Math. Methods Oper. Res.,2016

4. Analysis of Markov-modulated infinite-server queues in the central-limit regime;Blom;Probab. Eng. Informational Sci.,2015

5. The M/G/∞ Queue in random environment;Nazarov;Information Technologies and Mathematical Modelling, Communications in Computer and Information Science,2014

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