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Fractional Brownian Heavy Traffic Approximations of Multiclass Feedforward Queueing Networks

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Abstract

We consider multiclass feedforward queueing networks under first in first out and priority service disciplines driven by long-range dependent arrival and service time processes. We show that in critical loading the normalized workload, queue length and sojourn time processes can converge to a multi-dimensional reflected fractional Brownian motion. This weak heavy traffic approximation is deduced from a deterministic pathwise approximation of the network behavior close to constant critical load in terms of the solution of a Skorokhod problem. Since we model the doubly infinite time interval, our results directly cover the stationary case.

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References

  1. Hong Chen and Xinyang Shen, Strong approximations for multiclass feedforward queueing networks, The Annals of Applied Probability 10(8) (2000) 828–876.

    Article  Google Scholar 

  2. Hong Chen and Hanqin Zhang, Diffusion approximations for some multiclass queueing networks with FIFO service disciplines, Mathematics of Operations Research 25(4) (2000) 679–707.

    Article  Google Scholar 

  3. Hong Chen and Hanqin Zhang, A sufficient condition and a necessary condition for the diffusion approximation of multiclass queueing networks under priority service disciplines, Queueing Systems 34 (2000) 237–268.

    Article  Google Scholar 

  4. D.R. Cox, Long-range dependence: A review, in: Statistics: An Appraisal; Proceedings 50th Anniversary Conference Iowa State Statistical Laboratory, eds. H.A. David and H.T. David (The Iowa State University Press, 1984) pp. 55–74.

  5. J.G. Dai and Y. Wang, Nonexistence of Brownian models for certain multiclass queueing networks, Queueing Systems 13 (1993) 41–46.

    Article  MathSciNet  Google Scholar 

  6. Krzysztof Debicki and Michel Mandjes, Traffic with an fBm Limit: Convergence of the stationary workload process, Queueing Systems 46 (2004) 113–127.

    Article  Google Scholar 

  7. A.B. Dieker and M. Mandjes, On spectral simulation of fractional Brownian motion, Probability in the Engineering and Informational Sciences 17 (2003) 417–434.

    Article  Google Scholar 

  8. N.G. Duffield and Neil O’C onnell, Large deviations and overflow probabilities for the general single-server queue, with applications, in: Mathematical Proceedings of the Cambridge Philosophical Society 118(2) (1995) 363–374.

  9. Paul Dupuis and Hitoshi Ishii, On Lipschitz continuity of the solution mapping to the Skorokhod problem, with applications, Stochastics and Stochastics Reports 35 (1991) 31–62.

    Google Scholar 

  10. Paul Dupuis and Kavita Ramanan, Convex duality and the Skorokhod problem. I, Probability Theory and Related Fields 115(2) (1999) 153–195.

    Google Scholar 

  11. A.J. Ganesh and Neil O’C onnell, A large deviation principle with queueing applications, Stochastics and Stochastics Reports 73(1–2) (2002) 25–35.

    Article  Google Scholar 

  12. J. Michael Harrison, Brownian models of queueing networks with heterogeneous customer populations, in: Proceedings of a Workshop on Stochastic Differential Systems, Stochastic Control Theory, and Applications, held at IMA June 9–19, 1986, eds. Wendell Fleming and Pierre-Louis Lions (Springer-Verlag, 1988) pp. 147–186.

  13. J. Michael Harrison and Viên Nguyen, Brownian models of multiclass queueing networks: Current status and open problems, Queueing Systems 13 (1993) 5–40.

    Article  Google Scholar 

  14. J. Michael Harrison and Martin I. Reiman, Reflected Brownian motion on an orthant, The Annals of Probability 9(2) (1981) 302–308.

    Google Scholar 

  15. Ingemar Kaj, Convergence of scaled renewal processes to fractional Brownian motion, Technical report of Uppsala University (1999) 11.

  16. Takis Konstantopoulos and Si-Jian Lin, Approximating fractional Brownian motions, Technical report SCC-96-02, University of Texas, Austin, December 1995.

  17. Takis Konstantopoulos and Si-Jian Lin, Fractional Brownian motion approximations of queueing networks, in: Stochastic Networks: Stability and Rare Events, eds. Paul Glasserman, Karl Sigman and David D. Yao, volume 117 of Lecture Notes in Statistics (Springer Verlag, 1996) pp. 257–274.

  18. Takis Konstantopoulos and Si-Jian Lin, Macroscopic models for long-range dependent network traffic, Queueing Systems 28 (1998) 215–243.

    Article  Google Scholar 

  19. Thomas G. Kurtz, Limit theorems for workload input models, in: Stochastic Networks: Theory and Applications, eds. F.P. Kelly, S. Zachary and I. Ziedins, number 4 in Royal Statistical Society Lecture Note Series (Oxford University Press, 1996) pp. 119–140.

  20. Will E. Leland, Murad S. Taqqu, Walter Willinger and Daniel V. Wilson, On the self-similar nature of Ethernet traffic (extended version), IEEE/ACM Transactions on Networking 2(1) (1994) 1–15.

  21. Kurt Majewski, Heavy traffic approximations of large deviations of feedforward queueing networks, Queueing Systems 28(1–3) (1998) 125–155.

    Article  Google Scholar 

  22. Kurt Majewski, Single class queueing networks with discrete and fluid customers on the time interval IR, Queueing Systems 36(4) (2000) 405–435.

    Article  Google Scholar 

  23. Kurt Majewski, Large deviations for multi-dimensional reflected fractional Brownian motion, Stochastics and Stochastics Reports 75(4) (2003) 233–257; Corrigendum (2004) 76(5) 479.

  24. Michel Mandjes and Miranda van Uitert, Sample-path large deviations for tandem queues with Gaussian inputs, in: Providing Quality of Service in Heterogeneous Environments. Proceedings of the 18th International Teletraffic Congress—ITC-18, Berlin, Germany, 31.8.–5.9.2003, eds. J. Charzinski, R. Lehnert and P. Tran-Gia, Vol. 5a of Teletraffic Science and Engineering (Amsterdam, Elsevier, 2003) pp. 521–530.

  25. Thomas Mikosch, Sidney Resnick, Holger Rootzén and Alwin Stegeman, Is network traffic approximated by stable Lévy motion or fractional Brownian motion? Annals of Applied Probability 12(1) (2002) 23–68.

    Article  Google Scholar 

  26. Ilkka Norros, On the use of fractional Brownian motions in the theory of connectionless networks, IEEE Journal on Selected Areas in Communications 13(6) (1995) 953–962.

    Article  Google Scholar 

  27. Neil O’C onnell, Queue lengths and departures at single-server resources, in: Stochastic Networks: Theory and Applications, eds. F.P. Kelly, S. Zachary and I. Ziedins, number 4 in Royal Statistical Society Lecture Note Series (Oxford Science Publications, 1996) pp. 91–104.

  28. William P. Peterson, A heavy traffic limit theorem for networks of queues with multiple customer types, Mathematics of Operations Research 16(1) (1991) 90–118.

    Google Scholar 

  29. David Pollard, Convergence of Stochastic Processes (Springer-Verlag, New York, 1984).

    Google Scholar 

  30. Martin I. Reiman. The heavy traffic diffusion approximation for sojourn times in Jackson networks, in: Applied Probability—Computer Science: The Interface, eds. R.L. Disney and T. Ott, (Boston, Birkhäuser, 1982) Vol. 2, pp. 409–422.

  31. Martin I. Reiman, Some diffusion approximations with state space collapse, in: Proceedings of the International Seminar on Modeling and Performance Evaluation Methodology, Lecture Notes in Control and Information Sciences (Springer-Verlag, New York, 1984) pp. 209–240.

  32. Gennady Samorodnitsky and Murad S. Taqqu, Stable Non-Gaussian Random Processes (Chapman and Hall, New York, 1994).

    Google Scholar 

  33. Ruth Williams, Diffusion approximations for open multiclass queueing networks: Sufficient conditions involving state space collapse, Queueing Systems 30 (1998) 27–88.

    Article  Google Scholar 

  34. Walter Willinger, Murad S. Taqqu, Robert Sherman and Daniel V. Wilson, Self-similarity through high-variability: Statistical analysis of ethernet LAN traffic at the source level, IEEE/ACM Transactions on Networking 5(1) (1997) 71–86.

    Article  Google Scholar 

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Correspondence to Kurt Majewski.

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AMS subject classification: primary 90B15, secondary 60K25, 68M20

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Majewski, K. Fractional Brownian Heavy Traffic Approximations of Multiclass Feedforward Queueing Networks. Queueing Syst 50, 199–230 (2005). https://doi.org/10.1007/s11134-005-0720-1

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  • DOI: https://doi.org/10.1007/s11134-005-0720-1

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