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Tradeoff between Accuracy and Efficiency in the Time-Parallel Simulation of Monotone Systems

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Part of the book series: Lecture Notes in Computer Science ((LNPSE,volume 7587))

Abstract

We present a new version of the time-parallel simulation with fix-up computations for monotone systems. We use the concept of monotony of a model related to the initial state of the simulation to derive upper and lower bounds of the sample-paths. For a finite state space with some structural constraints, we prove that the algorithm provides bounds at the first step. These bounds are improved at every fix-up computation steps leading to a natural trade-off between accuracy of the simulation results and efficiency of the parallel computations. We also show that many queueing networks models satisfy these constraints and show the links with the monotone version of the Coupling From The Past technique.

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References

  1. Andradottir, S., Hosseini-Nasab, M.: Parallel simulation of transfer lines by time segmentation. European Journal of Operational Research 159(2), 449–469 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  2. Bušić, A., Gaujal, B., Perronnin, F.: Perfect Sampling of Networks with Finite and Infinite Capacity Queues. In: Al-Begain, K., Fiems, D., Vincent, J.-M. (eds.) ASMTA 2012. LNCS, vol. 7314, pp. 136–149. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  3. Bušić, A., Gaujal, B., Vincent, J.-M.: Perfect simulation and non-monotone markovian systems. In: Proceedings of the 3rd International Conference on Performance Evaluation Methodologies and Tools, ValueTools 2008, pp. 27:1–27:10. ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering), Brussels (2008)

    Google Scholar 

  4. Dopper, J., Gaujal, B., Vincent, J.-M.: Bounds for the coupling time in queueing networks perfect simulation. In: Numerical Solutions for Markov Chain (NSMC 2006), Celebration of the 100th anniversary of Markov, Charleston, pp. 117–136 (2006)

    Google Scholar 

  5. El Rabih, D., Pekergin, N.: Statistical Model Checking Using Perfect Simulation. In: Liu, Z., Ravn, A.P. (eds.) ATVA 2009. LNCS, vol. 5799, pp. 120–134. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  6. Fourneau, J.-M., Kadi, I.: Time parallel simulation of monotone systems. In: Poster Session, IFIP Performance Conference, Namur, Belgique (2010)

    Google Scholar 

  7. Fourneau, J.-M., Kadi, I., Pekergin, N.: Improving time parallel simulation for monotone systems. In: Turner, S.J., Roberts, D., Cai, W., El-Saddik, A. (eds.) 13th IEEE/ACM International Symposium on Distributed Simulation and Real Time Applications, Singapore, pp. 231–234. IEEE Computer Society (2009)

    Google Scholar 

  8. Fourneau, J.-M., Kadi, I., Pekergin, N., Vienne, J., Vincent, J.-M.: Perfect simulation and monotone stochastic bounds. In: Glynn, P.W. (ed.) Proceedings of the 2nd International Conference on Performance Evaluation Methodolgies and Tools, VALUETOOLS 2007, Nantes, France. Icst (2007)

    Google Scholar 

  9. Fourneau, J.-M., Kadi, I., Quessette, F.: Time parallel simulation and hv-monotonicity. In: Gelenbe, E., Lent, R., Sakellari, G. (eds.) Proceedings of the 26th Internation Symposium on Computer and Information Sciences. Springer Lectures Notes in Electrical Engineering, pp. 201–207 (2011)

    Google Scholar 

  10. Fourneau, J.-M., Pekergin, N.: An Algorithmic Approach to Stochastic Bounds. In: Calzarossa, M.C., Tucci, S. (eds.) Performance 2002. LNCS, vol. 2459, pp. 64–88. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  11. Fourneau, J.-M., Quessette, F.: Monotone Queuing Networks and Time Parallel Simulation. In: Al-Begain, K., Balsamo, S., Fiems, D., Marin, A. (eds.) ASMTA 2011. LNCS, vol. 6751, pp. 204–218. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  12. Fourneau, J.-M., Quessette, F.: Monotonicity and Efficient Computation of Bounds with Time Parallel Simulation. In: Thomas, N. (ed.) EPEW 2011. LNCS, vol. 6977, pp. 57–71. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  13. Fujimoto, R.M.: Parallel and Distributed Simulation Systems. Wiley Series on Parallel and Distributed Computing (2000)

    Google Scholar 

  14. Glasserman, P., Yao, D.D.: Monotone Structure in Discrete-Event Systems. Series in Probability and Mathematical Statistics. Wiley Inter-Science, New York (1994)

    MATH  Google Scholar 

  15. Greenberg, A.G., Lubachevsky, B.D., Mitrani, I.: Algorithms for unboundedly parallel simulations. ACM Trans. Comput. Syst. 9(3), 201–221 (1991)

    Article  Google Scholar 

  16. Kiesling, T.: Using approximation with time-parallel simulation. Simulation 81, 255–266 (2005)

    Article  Google Scholar 

  17. Lin, Y., Lazowska, E.: A time-division algorithm for parallel simulation. ACM Transactions on Modeling and Computer Simulation 1(1), 73–83 (1991)

    Article  MATH  Google Scholar 

  18. Nicol, D., Greenberg, A., Lubachevsky, B.: Massively parallel algorithms for trace-driven cache simulations. IEEE Trans. Parallel Distrib. Syst. 5(8), 849–859 (1994)

    Article  Google Scholar 

  19. Propp, J., Wilson, D.: Exact sampling with coupled Markov chains and applications to statistical mechanics. Random Structures and Algorithms 9(1&2), 223–252 (1996)

    Article  MathSciNet  MATH  Google Scholar 

  20. Vincent, J.-M., Vienne, J.: Perfect simulation of index based routing queueing networks. SIGMETRICS Performance Evaluation Review 34(2), 24–25 (2006)

    Article  Google Scholar 

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Fourneau, J.M., Quessette, F. (2013). Tradeoff between Accuracy and Efficiency in the Time-Parallel Simulation of Monotone Systems. In: Tribastone, M., Gilmore, S. (eds) Computer Performance Engineering. EPEW UKPEW 2012 2012. Lecture Notes in Computer Science, vol 7587. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-36781-6_6

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  • DOI: https://doi.org/10.1007/978-3-642-36781-6_6

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-36780-9

  • Online ISBN: 978-3-642-36781-6

  • eBook Packages: Computer ScienceComputer Science (R0)

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