Skip to main content
Log in

Non-Equilibrium Statistical Physics of Currents in Queuing Networks

  • Published:
Journal of Statistical Physics Aims and scope Submit manuscript

Abstract

We consider a stable open queuing network as a steady non-equilibrium system of interacting particles. The network is completely specified by its underlying graphical structure, type of interaction at each node, and the Markovian transition rates between nodes. For such systems, we ask the question “What is the most likely way for large currents to accumulate over time in a network ?”, where time is large compared to the system correlation time scale. We identify two interesting regimes. In the first regime, in which the accumulation of currents over time exceeds the expected value by a small to moderate amount (moderate large deviation), we find that the large-deviation distribution of currents is universal (independent of the interaction details), and there is no long-time and averaged over time accumulation of particles (condensation) at any nodes. In the second regime, in which the accumulation of currents over time exceeds the expected value by a large amount (severe large deviation), we find that the large-deviation current distribution is sensitive to interaction details, and there is a long-time accumulation of particles (condensation) at some nodes. The transition between the two regimes can be described as a dynamical second order phase transition. We illustrate these ideas using the simple, yet non-trivial, example of a single node with feedback.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Jackson, J.R.: Manag. Sci. 10, 131 (1963). http://www.jstor.org/stable/2627213

    Article  Google Scholar 

  2. Spitzer, F.: Adv. Math. 5, 246 (1970)

    Article  MATH  MathSciNet  Google Scholar 

  3. Kelly, F.P.: Adv. Appl. Probab. 8, 416 (1976)

    Article  MATH  Google Scholar 

  4. Nelson, R.: ACM Comput. Surv. 25, 339 (1993)

    Article  Google Scholar 

  5. Zeitak, R.: Dynamics of Jackson networks: perturbation theory (2007). http://arxiv.org/abs/0708.1718

  6. Derrida, B., Domany, E., Mukamel, D.: J. Stat. Phys. 69, 667 (1992)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  7. Derrida, B., Lebowitz, J.L.: Phys. Rev. Lett. 80, 209 (1998)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  8. Derrida, B.: J. Stat. Mech., Theory Exp. 2007, P07023 (2007). http://stacks.iop.org/1742-5468/2007/P07023

    Article  MathSciNet  Google Scholar 

  9. Blythe, R.A., Evans, M.R.: J. Phys. A, Math. Gen. 40, 333 (2007). arXiv:0706.1678

    Article  MathSciNet  ADS  Google Scholar 

  10. Gallavotti, G., Cohen, E.: J. Stat. Phys. 80, 931 (1995). http://dx.doi.org/10.1007/BF02179860

    Article  MATH  MathSciNet  ADS  Google Scholar 

  11. Kurchan, J.: J. Phys. A., Math. Gen. 31, 3719 (1998). http://stacks.iop.org/0305-4470/31/3719

    Article  MATH  MathSciNet  ADS  Google Scholar 

  12. Lebowitz, J.L., Spohn, H.: J. Stat. Phys. 95, 333 (1999). http://www.springerlink.com/content/u34v2j413047x642

    Article  MATH  MathSciNet  Google Scholar 

  13. Turitsyn, K., Chertkov, M., Chernyak, V.Y., Puliafito, A.: Phys. Rev. Lett. 98, 180603 (2007), 4 pp. http://link.aps.org/abstract/PRL/v98/e180603

    Article  ADS  Google Scholar 

  14. Chernyak, V.Y., Chertkov, M., Malinin, S.V., Teodorescu, R.: J. Stat. Phys. 137, 109 (2009). http://www.springerlink.com/content/17740348qh5j03m7

    Article  MATH  MathSciNet  ADS  Google Scholar 

  15. Chen, H., Yao, D.: Fundamentals of Queuing Networks. Springer, Berlin (2001)

    Google Scholar 

  16. Chen, H., Mandelbaum, A.: Math. Oper. Res. 16, 408 (1991)

    Article  MATH  MathSciNet  Google Scholar 

  17. Dai, J.: Ann. Appl. Probab. 5, 49 (1995)

    Article  MATH  MathSciNet  Google Scholar 

  18. Rybko, A., Stolyar, A.: Probl. Peredachi Inf. 28, 3 (1992)

    MathSciNet  Google Scholar 

  19. Atar, R., Dupuis, P.: Stoch. Process. Appl. 84, 255 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  20. Anantharam, V.: IBM Research Report (1990)

  21. Ignatiouk-Robert, I.: Ann. Appl. Probab. 10, 962 (2000). http://www.jstor.org/stable/2667326

    Article  MATH  MathSciNet  Google Scholar 

  22. Majewski, K., Ramanan, K.: Preprint (2008). http://www.math.cmu.edu/users/kramanan/research/Jackson.pdf

  23. Puhalskii, A.: Markov Process. Relat. Fields 13, 99 (2007). http://www-math.cudenver.edu/~puhalski/publications/jackson_appeared.pdf

    MATH  MathSciNet  Google Scholar 

  24. Merhav, N., Kafri, Y.: J. Stat. Mech., Theory Exp. P02011 (2010)

  25. Rakos, A., Harris, R.: J. Stat. Mech., Theory Exp. P05005 (2008)

  26. Harris, R., Rakos, A., Schutz, G.: Europhys. Lett. 75, 227 (2006)

    Article  MathSciNet  ADS  Google Scholar 

  27. Harris, R., Rakos, A., Schutz, G.: J. Stat. Mech., Theory Exp. P08003 (2005)

  28. J. Stat. Phys. 123, 237 (2006). http://www.springerlink.com/content/g422mw36t15782k3

  29. Bertini, L., Sole, A.D., Gabrielli, D., Jona-Lasinio, G., Landim, C.: J. Stat. Phys. 107, 635 (2002). http://www.springerlink.com/content/lcqe21fx62dd71jm/

    Article  MATH  Google Scholar 

  30. Srinivasan, R.: Math. Oper. Res. 39–50 (1993)

  31. Malyshev, V., Yakolev, A.: Ann. Appl. Probab. 6, 92 (1996)

    Article  MATH  MathSciNet  Google Scholar 

  32. Stolyar, A.: Tech. Rep., Bell Labs Laboratory (2009)

  33. Kelly, F.: Reversibility and Stochastic Networks. Wiley, New York (1979)

    MATH  Google Scholar 

  34. Burke, P.: Oper. Res. 4, 699 (1956)

    Article  MathSciNet  Google Scholar 

  35. Beutler, F., Melamud, B.: Oper. Res. 26, 1059 (1956)

    Article  Google Scholar 

  36. Pujolle, G., Soula, C.: In: Proc. 4th International Symposium on Modelling and Performance Evaluation of Computer Systems (1979)

  37. Labetoulle, J., Pujolle, G., Soula, C.: Math. Oper. Res. 6, 173 (1981). http://www.jstor.org/stable/3689132

    Article  MATH  MathSciNet  Google Scholar 

  38. Walrand, J., Varaiya, P.: Math. Oper. Res. 6, 387 (1981)

    Article  MATH  MathSciNet  Google Scholar 

  39. Burke, P.: IEEE Trans. Commun. 24, 575 (1976)

    Article  MATH  MathSciNet  Google Scholar 

  40. Bremaud, P.: Z. Wahrscheinlichkeitsth. 45, 21 (1978)

    Article  MathSciNet  Google Scholar 

  41. Beutler, F.J., Melamed, B.: Oper. Res. 26, 1059 (1978). http://www.jstor.org/stable/170265

    Article  MATH  MathSciNet  Google Scholar 

  42. Takacs, L.: Bell Syst. Tech. J. 42, 505 (1963)

    MathSciNet  Google Scholar 

  43. Pekoz, E., Joglekar, N.: J. Appl. Probab. 39, 630 (2002)

    Article  MathSciNet  Google Scholar 

  44. Disney, R.L., Kiesler, P., Wortman, M.: Queueing Syst. 9, 353–363 (1991)

    Article  MATH  Google Scholar 

  45. Disney, R., McNickle, D., Simon, B.: Nav. Res. Logist. Q. 27, 635 (1980)

    Article  MATH  MathSciNet  Google Scholar 

  46. D’Avignon, G.R., Disney, R.L.: Manag. Sci. 24, 168180 (1977)

    MathSciNet  Google Scholar 

  47. D’Avignon, G.R., Disney, R.L.: Tech. Rep. 75-9 (1975)

  48. Brown, T., Fackrell, M., Xia, A.: Cosmos 1, 47 (2005)

    Article  MathSciNet  Google Scholar 

  49. Brown, T., Weinberg, G., Xia, A.: Stoch. Process. Appl. 87, 149 (2000)

    Article  MATH  MathSciNet  Google Scholar 

  50. Barbour, A.D., Brown, T.C.: J. Appl. Probab. 33, 472 (1996). http://www.jstor.org/stable/3215072

    Article  MATH  MathSciNet  Google Scholar 

  51. Kyprianov, E.K.: On the quasi-stationary distributions of the GI/M/1 queue. J. Appl. Probab. 9(1), 117–128 (1972)

    Article  Google Scholar 

  52. Kao, P.: Limiting diffusion for random walks with drift conditioned to stay positive. J. Appl. Probab. 15(2), 280–291 (1978)

    Article  MATH  MathSciNet  Google Scholar 

  53. Doi, M.: J. Phys. A, Math. Gen. 9, 1465 (1976). http://stacks.iop.org/0305-4470/9/1465

    Article  ADS  Google Scholar 

  54. Peliti, L.: J. Phys. Fr. 46, 1469 (1985). http://dx.doi.org/10.1051/jphys:019850046090146900

    Article  Google Scholar 

  55. Peliti, L.: J. Phys. A, Math. Gen. 19, L365 (1986). http://stacks.iop.org/0305-4470/19/L365

    Article  MathSciNet  ADS  Google Scholar 

  56. Massey, W.A.: Adv. Appl. Probab. 16, 176 (1984). http://www.jstor.org/stable/1427230

    Article  MATH  MathSciNet  Google Scholar 

  57. Massey, W.A.: J. Appl. Probab. 21, 379 (1984). http://www.jstor.org/stable/3213647

    Article  MATH  MathSciNet  Google Scholar 

  58. Rozanov, Y.: Processes Aleatories. Mir, Moscow (1975)

    Google Scholar 

  59. Gardiner, C.W.: Handbook of Stochastic Methods. Springer, Heidelberg (1983)

    MATH  Google Scholar 

  60. Melamed, B., Whitt, W.: J. Appl. Probab. 27, 376 (1990). http://www.jstor.org/stable/3214656

    Article  MATH  MathSciNet  Google Scholar 

  61. Beutler, F.J., Melamed, B.: Adv. Appl. Probab. 9, 215 (1977). http://www.jstor.org/stable/1426358

    Article  Google Scholar 

  62. Mcdonald, D.: Ann. Appl. Probab. 9, 110 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  63. Adan, I., Foley, R., Mcdonald, D.: Queueing Syst. 62, 311 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  64. Dai, J.G., Nguyen, V., Reiman, M.I.: Oper. Res. 42, 119 (1994). http://www.jstor.org/stable/171530

    Article  MATH  Google Scholar 

  65. Eun, D., Shroff, N.: IEEE/ACM Trans. Netw. 13, 526 (2005)

    Article  Google Scholar 

  66. Eun, D., Shroff, N.: Adv. Appl. Probab. 36, 893 (2004)

    Article  MATH  MathSciNet  Google Scholar 

  67. Veciana, G.D., Courcoubetis, C., Walrand, J.: In: Proc. IEEE INFOCOM 2003, pp. 466–473 (1994)

  68. Bertsimas, D., Paschalidis, I.C., Tsitsiklis, J.N.: Ann. Appl. Probab. 8, 1027 (1998). http://www.jstor.org/stable/2667173

    Article  MATH  MathSciNet  Google Scholar 

  69. Chernyak, V.Y., Chertkov, M., Malinin, S.V., Teodorescu, R.: Non-equilibrium thermodynamics for functionals of current and density (2007). http://arxiv.org/abs/0712.3542

  70. Wischik, D.: Queueing Syst. 32, 383 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  71. Wischik, D.: Ann. Appl. Probab. 11, 379 (2000)

    MathSciNet  Google Scholar 

  72. Jarzynski, C.: Phys. Rev. E 56, 5018 (1997)

    Article  ADS  Google Scholar 

  73. Crooks, G.E.: Phys. Rev. E 60, 2721 (1999)

    Article  ADS  Google Scholar 

  74. Chernyak, V., Chertkov, M., Jarzynski, C.: Phys. Rev. E 71, 025102 (2005)

    Article  ADS  Google Scholar 

  75. Kel’bert, M.Y., Kontsevich, M.A., Rybko, A.N.: Theory Probab. Appl. 379–382 (1989)

  76. Dobrushin, R.L., Kelbert, M.Y., Rybko, A.N., Sukhov, Y.M.: In: Dobrushin, R.L., Kryukov, V.I., Toom, A.L. (eds.) Stochastic Cellular Systems: Ergodicity, Memory, Morphogenesis, pp. 183–224. Manchester Univ. Press, Manchester (1990)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Michael Chertkov.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Chernyak, V.Y., Chertkov, M., Goldberg, D.A. et al. Non-Equilibrium Statistical Physics of Currents in Queuing Networks. J Stat Phys 140, 819–845 (2010). https://doi.org/10.1007/s10955-010-0018-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10955-010-0018-5

Keywords

Navigation