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Performance Evaluation
Volume 64, Issues 7-8, August 2007, Pages 737-754
 
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doi:10.1016/j.peva.2006.12.001    
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Copyright © 2007 Elsevier Ltd All rights reserved.

Analysis of congestion periods of an m/m/-queue

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Frank Roijersa, b, E-mail The Corresponding Author, Michel Mandjesb, c, E-mail The Corresponding Author and Hans van den Berga, d, E-mail The Corresponding Author

aTNO Information and Communication Technology, P.O. Box 5050, 2600 GB Delft, The Netherlands

bCenter for Mathematics and Computer Science (CWI), The Netherlands

cUniversity of Amsterdam, Korteweg-de Vries Institute for Mathematics, The Netherlands

dUniversity of Twente, Department of Design and Analysis of Communication Systems (DACS), The Netherlands


Received 29 July 2005; 
revised 23 June 2006; 
accepted 16 December 2006. 
Available online 31 January 2007.

Abstract

A c-congestion period of an m/m/-queue is a period during which the number of customers in the system is continuously above level c. Interesting quantities related to a c-congestion period are, besides its duration Dc, the total area Ac above c, and the number of arrived customers Nc. In the literature Laplace transforms for these quantities have been derived, as well as explicit formulae for their means. Explicit expressions for higher moments and covariances (between Dc,Nc and Ac), however, have not been found so far.

This paper presents recursive relations through which all moments and covariances can be obtained. Up to a starting condition, we explicitly solve these equations; for instance, we write View the MathML source explicitly in terms of View the MathML source. We then find formulae for these starting conditions (which directly relate to the busy period in the m/m/ queue).

Finally, a c-intercongestion period is defined as the period during which the number of customers is continuously below level c. Also for this situation a recursive scheme allows us to explicitly compute higher moments and covariances. Additionally we present the Laplace transform of a so-called intercongestion triple of the three performance quantities. It is also shown that expressions for the quantities of a c-intercongestion period can be used in an approximation for the c-congestion period. This is especially useful as the expressions for the c-intercongestion period are numerically more stable than those for the c-congestion period.

Keywords: m/m/; Transient behavior; c-congestion period; Busy period

Article Outline

1. Introduction
1.1. Literature
1.2. Contribution
1.3. Outline
2. Preliminaries
2.1. Definitions
2.2. Decomposition of a passage time into congestion periods
2.3. Analysis of a c-congestion period
3. Quantities of a c-congestion period
3.1. Duration of a c-congestion period
3.1.1. Mean duration of a c-congestion period
3.1.2. Second moment of duration of a c-congestion period
3.1.3. Higher moments of the duration of a c-congestion period
3.2. Number of arriving customers during a c-congestion period
3.2.1. Mean number of arriving customers in a c-congestion period
3.2.2. Second moment of the number of arriving customers
3.3. Area swept above c during a c-congestion period
3.3.1. Mean area swept above c
3.3.2. Second moment of the area swept above c
4. Joint expectations of the C-congestion period quantities
4.1. Joint expectation of the duration and number of arrivals
4.2. Joint expectation of the duration and the area swept above c
4.3. Joint expectation of the number of arrivals and the area swept above c
5. Moments and joint expectations of the busy-period quantities
5.1. Preater’s lt of the 0-congestion triple (D0,N0,A0)
5.2. Moments of the duration of the busy period
5.2.1. First moment
5.2.2. Second moment
5.2.3. Relation between (24) and the results of Liu and Shi [6]
5.3. Joint expectation View the MathML source of the busy period
5.4. Moments for service times other than 1
6. C-intercongestion periods
6.1. Definitions
6.2. Laplace transforms of the duration and the intercongestion triple
6.2.1. Laplace transform of the intercongestion period duration
6.2.2. Laplace transform of c-intercongestion triple View the MathML source
6.3. Moments of the c-intercongestion period quantities
6.3.1. Moments of the duration of an c-intercongestion period
6.3.2. Moments of the number of arrivals during a c-intercongestion period
6.3.3. Moments of the area swept under c during a c-intercongestion period
6.3.4. Joint expectations of a c-intercongestion period
7. Intercongestion period as an approximation of a congestion period
8. Concluding remarks
Acknowledgements
References
Vitae



Performance Evaluation
Volume 64, Issues 7-8, August 2007, Pages 737-754
 
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