Abstract
We consider a discrete time single server queueing system where the service time of a customer is one slot, and the arrival process is governed by a discrete autoregressive process of order p (DAR(p)). For this queueing system, we investigate the tail behavior of the queue size and the waiting time distributions. Specifically, we show that if the stationary distribution of DAR(p) input has a tail of regular variation with index −β−1, then the stationary distributions of the queue size and the waiting time have tails of regular variation with index −β.
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Addie, R.G., Zukerman, M.: Performance evaluation of a single server autoregressive queue. Aust. Telecommun. Res. 28(1), 25–32 (1994)
Bingham, N.H., Goldie, C.M., Teugels, J.L.: Regular Variation. Cambridge University Press, Cambridge (1987)
Choi, B.D., Kim, B., Hwang, G.U., Kim, J.-K.: The analysis of a multi server queue fed by discrete time autoregressive process of order 1. Oper. Res. Lett. 32(1), 85–93 (2004)
Dehnert, M., Helm, W.E., Hutt, M.-T.: A discrete autoregressive process as a model for short-range correlations in DNA sequences. Physica A 327, 535–553 (2003)
Dehnert, M., Helm, W.E., Hutt, M.-T.: Information theory reveals large-scale synchronisation of statistical correlations in eukaryote genomes. Gene 345, 81–90 (2005)
Elwalid, A., Heyman, D., Laksman, T.V., Mitra, D., Weiss, A.: Fundamental bounds and approximations for ATM multiplexers with applications to video teleconferencing. IEEE J. Sel. Areas Commun. 13(6), 1004–1016 (1995)
Finch, P.D., Pearce, C.: A second look at a queueing system with moving average input process. J. Aust. Math. Soc. 5, 100–106 (1965)
He, J., Sohraby, K.: An extended combinatorial analysis framework for discrete-time queueing systems with general sources. IEEE/ACM Trans. Netw. 11(1), 95–110 (2003)
Heyman, D., Tabatabai, A., Lakshman, T.V.: Statistical analysis and simulation study of video teleconferencing traffic in ATM networks. IEEE Trans. Circuits Syst. Video Technol. 2(1), 49–59 (1992)
Hwang, G.U., Choi, B.D., Kim, J.-K.: The waiting time analysis of a discrete time queue with arrivals as an autoregressive process of order 1. J. Appl. Probab. 39(3), 619–629 (2002)
Hwang, G.U., Sohraby, K.: On the exact analysis of a discrete-time queueing system with autoregressive inputs. Queueing Syst. 43(1–2), 29–41 (2003)
Jacobs, P.A., Lewis, P.A.W.: Discrete time series generated by mixtures. III: Autoregressive processes (DAR(p)). Technical Report NPS55-78-022, Naval Postgraduate School (1978)
Jacobs, P.A., Lewis, P.A.W.: Stationary discrete autoregressive-moving average time series generated by mixtures. J. Time Ser. Anal. 4(1), 19–36 (1983)
Kim, B., Chang, Y., Kim, Y.C., Choi, B.D.: A queueing system with discrete autoregressive arrivals. Perform. Eval. 64, 148–161 (2007)
Kim, B., Sohraby, K.: Tail behavior of the queue size and waiting time in a queue with discrete autoregressive arrivals. Adv. Appl. Probab. 38, 1116–1131 (2006)
Makowski, A., Melamed, B., Whitt, W.: On averages seen by arrivals in discrete time. Proc. IEEE Conf. Dec. Control 28, 1084–1086 (1989)
McKenzie, E.: Discrete variate time series. In: Shanbhag, D.N., Rao, C.R. (eds.) Handbook of Statistics 21, Stochastic Processes: Modelling and Simulation, pp. 573–606. North-Holland, Amsterdam (2003)
Pearce, C.: A queueing system with general moving average input and negative exponential service time. J. Aust. Math. Soc. 6, 223–236 (1966)
Ryu, B.K., Elwalid, A.: The importance of long-range dependence of VBR video traffic in ATM traffic engineering: Myths and Realities, ACM SIGCOMM, Stanford, CA, pp. 3–14 (1996)
Sigman, K.: Appendix: A primer on heavy-tailed distributions. Queueing Syst. 33, 261–275 (1999)
Widjaja, I., Elwalid, A.: Performance issues in VC-merge capable switches for IP over ATM networks. Proc. IEEE INFOCOM’98 1, 372–380 (1998)
Widjaja, I., Elwalid, A.: Performance issues in VC-merge capable switches for multiprotocol label switching. IEEE JSAC 17(6), 1178–1189 (1999)
Xiong, Y., Bruneel, H.: Buffer contents and delay for statistical multiplexers with fixed-length packet-train arrivals. Perform. Eval. 17(1), 31–42 (1993)
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This research was supported by the MIC (Ministry of Information and Communication), Korea, under the ITRC (Information Technology Research Center) support program supervised by the IITA (Institute of Information Technology Assessment).
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Kim, J., Kim, B. Regularly varying tails in a queue with discrete autoregressive arrivals of order p . Queueing Syst 56, 93–102 (2007). https://doi.org/10.1007/s11134-007-9035-8
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DOI: https://doi.org/10.1007/s11134-007-9035-8