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The waiting time analysis of a discrete-time queue with arrivals as a discrete autoregressive process of order 1

Published online by Cambridge University Press:  14 July 2016

Gang Uk Hwang*
Affiliation:
Korea Advanced Institute of Science and Technology
Bong Dae Choi*
Affiliation:
Korea University
Jae-Kyoon Kim*
Affiliation:
Korea Advanced Institute of Science and Technology
*
Postal address: Division of Applied Mathematics, Korea Advanced Institute of Science and Technology, 373-1 Kusong-Dong, Yusong-Gu, Taejon 305-701, South Korea.
∗∗ Postal address: Department of Mathematics and Telecommunication Mathematics Research Center, Korea University, Anam-dong, Sungbuk-ku, Seoul 136-701, South Korea. Email address: bdchoi@semi.korea.ac.kr
∗∗∗ Postal address: Department of Electrical Engineering, Korea Advanced Institute of Science and Technology, 373-1 Kusong-Dong, Yusong-Gu, Taejon 305-701, South Korea.

Abstract

We consider a discrete-time queueing system with the discrete autoregressive process of order 1 (DAR(1)) as an input process and obtain the actual waiting time distribution and the virtual waiting time distribution. As shown in the analysis, our approach provides a natural numerical algorithm to compute the waiting time distributions, based on the theory of the GI/G/1 queue, and consequently we can easily investigate the effect of the parameters of the DAR(1) on the waiting time distributions. We also derive a simple approximation of the asymptotic decay rate of the tail probabilities for the virtual waiting time in the heavy traffic case.

Type
Research Papers
Copyright
Copyright © Applied Probability Trust 2002 

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Footnotes

This work was supported by grant number 98-0101-02-01-3 from the Basic Research Program of the Korea Science and Engineering Foundation.

References

[1]. Abate, J., and Whitt, W. (1994). A heavy-traffic expansion for asymptotic decay rates of tail probabilities in multichannel queues. Operat. Res. Lett. 15, 223230.CrossRefGoogle Scholar
[2]. Abate, J., Choudhury, G. L., and Whitt, W. (1994). Exponential approximations for tail probabilities in queues, I: waiting times. Operat. Res. 43, 885901.Google Scholar
[3]. Ackroyd, M. H. (1980). Computing the waiting time distribution for the G/G/1 queue by signal processing methods. IEEE Trans. Commun. 28, 5258.Google Scholar
[4]. Asmussen, S. (1987). Applied Probability and Queues. John Wiley, New York.Google Scholar
[5]. Box, C. E. P., and Jenkins, G. M. (1970). Time Series Analysis: Forecasting and Control. Holden-Day, San Francisco, CA.Google Scholar
[6]. Elwalid, A. et al. (1995). Fundamental bounds and approximations for ATM multiplexers with applications to video teleconferencing. IEEE J. Selected Areas Commun. 13, 10041016.Google Scholar
[7]. Finch, P. D., and Pearse, C. (1965). A second look at a queueing system with moving average input process. J. Austral. Math. Soc. 5, 100106.Google Scholar
[8]. Fryer, M. J., and Winsten, C. B. (1986). An algorithm to compute the equilibrium distribution of a one-dimensional bounded random walk. Operat. Res. 34, 449454.CrossRefGoogle Scholar
[9]. Grassmann, W. K., and Jain, J. L. (1989). Numerical solutions of the waiting time distribution and idle time distribution of the arithmetic GI/G/1 queue. Operat. Res. 37, 141150.Google Scholar
[10]. Hwang, G. U., and Sohraby, K. (2001). An exact analysis of a queueing system with an autoregressive model of order 1. SubmittedGoogle Scholar
[11]. Kingman, J. F. C. (1970). Inequalities in the theory of queues. J. R. Statist. Soc. B 32, 102110.Google Scholar
[12]. Konheim, A. G. (1975). An elementary solution of the queueing system GI/G/1. SIAM J. Comput. 4, 540545.CrossRefGoogle Scholar
[13]. Lawrance, A. J., and Lewis, P. A. W. (1977). An exponential moving average sequence and point process (EMA1). J. Appl. Prob. 14, 98113.Google Scholar
[14]. Prabhu, N. U. (1998). Stochastic Storage Processes: Queues, Insurance Risk, Dams and Data Communications, 2nd edn. Springer, Berlin.CrossRefGoogle Scholar
[15]. Smith, W. L. (1953). On the distribution of queueing times. Proc. Camb. Phil. Soc. 49, 449461.Google Scholar
[16]. Takagi, H. (1993). Queueing Analysis: A Foundation of Performance Evaluation, 3 Vols. Elsevier, Amsterdam.Google Scholar
[17]. Tijms, H. C. (1986). Stochastic Modelling and Analysis: A Computational Approach. John Wiley, New York.Google Scholar