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Expansions for Joint Laplace Transform of Stationary Waiting Times in (max,+)-linear Systems with Poisson Input

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Abstract

We give a Taylor series expansion for the joint Laplace transform of stationary waiting times in open (max,+)-linear stochastic systems with Poisson input. Probabilistic expressions are derived for coefficients of all orders. Even though the computation of these coefficients can be hard for certain systems, it is sufficient to compute only a few coefficients to obtain good approximations (especially under the assumption of light traffic). Combining this new result with the earlier expansion formula for the mean stationary waiting times, we also provide a Taylor series expansion for the covariance of stationary waiting times in such systems.

It is well known that (max,+)-linear systems can be used to represent stochastic Petri nets belonging to the class of event graphs. This class contains various instances of queueing networks like acyclic or cyclic fork-and-join queueing networks, finite or infinite capacity tandem queueing networks with various types of blocking, synchronized queueing networks and so on. It also contains some basic manufacturing models such as kanban networks, assembly systems and so forth. The applicability of this expansion technique is discussed for several systems of this type.

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References

  1. S. Asmussen, Applied Probability and Queues (Wiley, Chichester, 1987).

    Google Scholar 

  2. F. Baccelli, G. Cohen, G.J. Olsder and J.-P. Quadrat, Synchronization and Linearity: An Algebra for Discrete Event Systems (Wiley, Chichester, 1992).

    Google Scholar 

  3. F. Baccelli and P. Brémaud, Virtual customers in sensitivity and light traffic analysis via Campbell's formula for point processes, Adv. in Appl. Probab. 25 (1993) 221–224.

    Google Scholar 

  4. F. Baccelli, S. Hasenfuss and V. Schmidt, Transient and stationary waiting times in (max;) linear systems with Poisson input, Queueing Systems 26 (1997) 301–342.

    Google Scholar 

  5. F. Baccelli, S. Hasenfuss and V. Schmidt, Expansions for steady state characteristics in (max, +)linear systems, Commun. Statist. Stochastic Models (1998) to appear.

  6. F. Baccelli, S. Hasenfuss and V. Schmidt, Differentiability of Poisson driven stochastic systems, Stochastic Proc. Appl. 81 (1999) 299–321.

    Google Scholar 

  7. F. Baccelli and D. Hong, Analyticity of iterates of non-expansive maps, Adv. in Appl. Probab. (1998) under review.

  8. F. Baccelli and V. Schmidt, Taylor series expansions for Poisson-driven (max, +)-linear systems, Ann. Appl. Probab. 6 (1996) 138–185.

    Google Scholar 

  9. B. Błaszczyszyn, Factorial moment expansion for stochastic systems, Stochastic Process. Appl. 56 (1995) 321–335.

    Google Scholar 

  10. B. Błaszczyszyn, A. Frey and V. Schmidt, Light-traffic approximations for Markov modulated multiserver queues, Stochastic Models 11 (1995) 423–445.

    Google Scholar 

  11. B. Błaszczyszyn, T. Rolski and V. Schmidt, Light-traffic approximations in queues and related stochastic models, in: Advances in Queueing: Theory, Methods and Open Problems, ed. J.H. Dshalalow (CRC Press, Boca Raton, FL, 1995) pp. 379–406.

  12. G.S. Fishman, Monte Carlo (Springer, New York, 1996).

  13. S. Hasenfuss, Performance analysis of (max, +)-linear systems via Taylor series expansions, Ph.D. dissertation, University of Ulm (1998).

  14. F.I. Karpelevitch and A.Ya. Kreinin, Joint distributions in Poissonian tandem queues, Queueing Systems 12 (1992) 273–286.

    Google Scholar 

  15. D.P. Kroese and V. Schmidt, Light-traffic analysis for queues with spatially distributed arrivals, Math. Oper. Res. 21 (1996) 135–157.

    Google Scholar 

  16. M. Reiman and B. Simon, Open queueing systems in light traffic, Math. Oper. Res. 14 (1989) 26–59.

    Google Scholar 

  17. W. Seidel, K.V. Kocemba and K. Mitreiter, On a Taylor series expansion for waiting times in tandem queues: An algorithm for calculating the coefficients and an investigation of the approximation error, Working paper (1997).

  18. R. Wolff, Stochastic Modeling and the Theory of Queues (Prentice-Hall, Englewood Cliffs, NJ, 1989).

    Google Scholar 

  19. M.A. Z azanis, Analyticity of Poisson driven stochastic systems, Adv. in Appl. Probab. 24 (1992) 532–541.

    Google Scholar 

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Ayhan, H., Baccelli, F. Expansions for Joint Laplace Transform of Stationary Waiting Times in (max,+)-linear Systems with Poisson Input. Queueing Systems 37, 291–328 (2001). https://doi.org/10.1023/A:1011008704491

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