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Erschienen in: Queueing Systems 2/2013

01.02.2013

Analysis of transient queues with semidefinite optimization

verfasst von: Takayuki Osogami, Rudy Raymond

Erschienen in: Queueing Systems | Ausgabe 2/2013

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Abstract

We derive upper bounds on the tail distribution of the transient waiting time in the GI/GI/1 queue, given a truncated sequence of the moments of the service time and that of the interarrival time. Our upper bound is given as the objective value of the optimal solution to a semidefinite program (SDP) and can be calculated numerically by solving the SDP. We also derive the upper bounds in closed form for the case when only the first two moments of the service time and those of the interarrival time are given. The upper bounds in closed form are constructed by formulating the dual problem associated with the SDP. Specifically, we obtain the objective value of a feasible solution of the dual problem in closed from, which turns out to be the upper bound that we derive. In addition, we study bounds on the maximum waiting time in the first busy period.

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Literatur
1.
Zurück zum Zitat Altman, E.: Constrained Markov Decision Processes. Chapman & Hall/CRC, London (1999) Altman, E.: Constrained Markov Decision Processes. Chapman & Hall/CRC, London (1999)
2.
Zurück zum Zitat Ansell, P.S., Glazebrook, K.D., Mitrani, I., Niño-Mora, J.: A semidefinite programming approach to the optimal control of a single server queueing system with imposed second moment constraints. J. Oper. Res. Soc. 50, 765–773 (1999) Ansell, P.S., Glazebrook, K.D., Mitrani, I., Niño-Mora, J.: A semidefinite programming approach to the optimal control of a single server queueing system with imposed second moment constraints. J. Oper. Res. Soc. 50, 765–773 (1999)
3.
Zurück zum Zitat Ben-Tal, A., Nemirovski, A.: Lectures on Modern Convex Optimization: Analysis, Algorithms, and Engineering Applications. Philadelphia, SIAM (2001) CrossRef Ben-Tal, A., Nemirovski, A.: Lectures on Modern Convex Optimization: Analysis, Algorithms, and Engineering Applications. Philadelphia, SIAM (2001) CrossRef
4.
Zurück zum Zitat Bertsimas, D., Natarajan, K.: A semidefinite optimization approach to the steady-state analysis of queueing systems. Queueing Syst. 56, 27–39 (2007) CrossRef Bertsimas, D., Natarajan, K.: A semidefinite optimization approach to the steady-state analysis of queueing systems. Queueing Syst. 56, 27–39 (2007) CrossRef
5.
Zurück zum Zitat Bertsimas, D., Niño-Mora, J.: Optimization of multiclass queueing networks with changeover times via the achievable region approach: Part I, the single-station case. Math. Oper. Res. 24, 306–330 (1999) CrossRef Bertsimas, D., Niño-Mora, J.: Optimization of multiclass queueing networks with changeover times via the achievable region approach: Part I, the single-station case. Math. Oper. Res. 24, 306–330 (1999) CrossRef
6.
Zurück zum Zitat Bertsimas, D., Niño-Mora, J.: Optimization of multiclass queueing networks with changeover times via the achievable region approach: Part II, the multi-station case. Math. Oper. Res. 24, 331–361 (1999) CrossRef Bertsimas, D., Niño-Mora, J.: Optimization of multiclass queueing networks with changeover times via the achievable region approach: Part II, the multi-station case. Math. Oper. Res. 24, 331–361 (1999) CrossRef
7.
Zurück zum Zitat Bertsimas, D., Popescu, I.: Optimal inequalities in probability theory: a convex optimization approach. SIAM J. Optim. 15, 780–804 (2005) CrossRef Bertsimas, D., Popescu, I.: Optimal inequalities in probability theory: a convex optimization approach. SIAM J. Optim. 15, 780–804 (2005) CrossRef
8.
Zurück zum Zitat Daley, D.J.: Inequalities for moments of tails of random variables, with a queueing application. Z. Wahrscheinlichkeitstheor. Verw. Geb. 41, 139–143 (1977) CrossRef Daley, D.J.: Inequalities for moments of tails of random variables, with a queueing application. Z. Wahrscheinlichkeitstheor. Verw. Geb. 41, 139–143 (1977) CrossRef
9.
Zurück zum Zitat Gallager, R.G.: Discrete Stochastic Processes. Kluwer Academic, Dordrecht (1995) Gallager, R.G.: Discrete Stochastic Processes. Kluwer Academic, Dordrecht (1995)
10.
Zurück zum Zitat Helmes, K.: Numerical methods for optimal stopping using linear and non-linear programming. Lect. Notes Control Inf. Sci. 280, 185–203 (2002) CrossRef Helmes, K.: Numerical methods for optimal stopping using linear and non-linear programming. Lect. Notes Control Inf. Sci. 280, 185–203 (2002) CrossRef
11.
Zurück zum Zitat Helmes, K., Rohl, S., Stockbridge, R.H.: Computing moments of the exit time distribution for Markov processes by linear programming. Oper. Res. 49, 516–530 (2001) CrossRef Helmes, K., Rohl, S., Stockbridge, R.H.: Computing moments of the exit time distribution for Markov processes by linear programming. Oper. Res. 49, 516–530 (2001) CrossRef
12.
Zurück zum Zitat Kingman, J.F.C.: Some inequalities for the GI/GI/1 queue. Biometrika 49, 315–324 (1962) Kingman, J.F.C.: Some inequalities for the GI/GI/1 queue. Biometrika 49, 315–324 (1962)
13.
Zurück zum Zitat Kleinrock, L.: Queueing Systems, vol. 2: Computer Applications. Wiley-Interscience, New York (1976) Kleinrock, L.: Queueing Systems, vol. 2: Computer Applications. Wiley-Interscience, New York (1976)
14.
Zurück zum Zitat Kobayashi, H., Mark, B.L.: System Modeling and Analysis: Foundations of System Performance Evaluation. Prentice Hall, New York (2008) Kobayashi, H., Mark, B.L.: System Modeling and Analysis: Foundations of System Performance Evaluation. Prentice Hall, New York (2008)
15.
Zurück zum Zitat Lanckriet, G.R.G., Cristianini, N., Bartlett, P., Ghaoui, L.E., Jordan, M.I.: Learning the kernel matrix with semidefinite programming. J. Mach. Learn. Res. 5, 27–72 (2004) Lanckriet, G.R.G., Cristianini, N., Bartlett, P., Ghaoui, L.E., Jordan, M.I.: Learning the kernel matrix with semidefinite programming. J. Mach. Learn. Res. 5, 27–72 (2004)
16.
Zurück zum Zitat Lasserre, J.B., Prieto-Rumeau, T.: SDP vs. LP relaxations for the moment approach in some performance evaluation problems. Stoch. Models 20, 439–456 (2004) CrossRef Lasserre, J.B., Prieto-Rumeau, T.: SDP vs. LP relaxations for the moment approach in some performance evaluation problems. Stoch. Models 20, 439–456 (2004) CrossRef
17.
Zurück zum Zitat Lasserre, J.B., Prieto-Rumeau, T., Zervos, M.: Pricing a class of exotic options via moments and SDP relaxations. Math. Finance 16, 469–494 (2006) CrossRef Lasserre, J.B., Prieto-Rumeau, T., Zervos, M.: Pricing a class of exotic options via moments and SDP relaxations. Math. Finance 16, 469–494 (2006) CrossRef
18.
Zurück zum Zitat Liu, Z., Nain, P., Towsley, D.: Exponential bounds with an application to call admission. J. ACM 44, 366–394 (1997) CrossRef Liu, Z., Nain, P., Towsley, D.: Exponential bounds with an application to call admission. J. ACM 44, 366–394 (1997) CrossRef
19.
Zurück zum Zitat Nakata, M.: A numerical evaluation of highly accurate multiple-precision arithmetic version of semidefinite programming solver: SDPA-GMP, -QD and -DD. In: Proceedings of 2010 IEEE Multi-Conference on Systems and Control, pp. 29–34 (2010) Nakata, M.: A numerical evaluation of highly accurate multiple-precision arithmetic version of semidefinite programming solver: SDPA-GMP, -QD and -DD. In: Proceedings of 2010 IEEE Multi-Conference on Systems and Control, pp. 29–34 (2010)
21.
Zurück zum Zitat Osogami, T., Raymond, R.: Simple bounds for a transient queue. In: Proceedings of the 41st Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2011), pp. 562–573 (2011) CrossRef Osogami, T., Raymond, R.: Simple bounds for a transient queue. In: Proceedings of the 41st Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2011), pp. 562–573 (2011) CrossRef
22.
Zurück zum Zitat Rengarajan, B., Caramanis, C., de Veciana, G.: Analyzing queuing systems with coupled processors through semidefinite programming. Unpublished (2008) Rengarajan, B., Caramanis, C., de Veciana, G.: Analyzing queuing systems with coupled processors through semidefinite programming. Unpublished (2008)
23.
Zurück zum Zitat Yamashita, M., Fujisawa, K., Fukuda, M., Kobayashi, K., Nakta, K., Nakata, M.: Latest developments in the SDPA family for solving large-scale SDPs. In: Anjos, M.F., Lasserre, J.B. (eds.) Handbook on Semidefinite, Cone and Polynomial Optimization: Theory, Algorithms, Software and Applications, pp. 687–714. Springer, New York (2011). Chap. 24 Yamashita, M., Fujisawa, K., Fukuda, M., Kobayashi, K., Nakta, K., Nakata, M.: Latest developments in the SDPA family for solving large-scale SDPs. In: Anjos, M.F., Lasserre, J.B. (eds.) Handbook on Semidefinite, Cone and Polynomial Optimization: Theory, Algorithms, Software and Applications, pp. 687–714. Springer, New York (2011). Chap. 24
Metadaten
Titel
Analysis of transient queues with semidefinite optimization
verfasst von
Takayuki Osogami
Rudy Raymond
Publikationsdatum
01.02.2013
Verlag
Springer US
Erschienen in
Queueing Systems / Ausgabe 2/2013
Print ISSN: 0257-0130
Elektronische ISSN: 1572-9443
DOI
https://doi.org/10.1007/s11134-012-9309-7