Skip to main content
Erschienen in: Queueing Systems 3-4/2012

01.12.2012

Asymptotically tight steady-state queue length bounds implied by drift conditions

verfasst von: Atilla Eryilmaz, R. Srikant

Erschienen in: Queueing Systems | Ausgabe 3-4/2012

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The Foster–Lyapunov theorem and its variants serve as the primary tools for studying the stability of queueing systems. In addition, it is well known that setting the drift of the Lyapunov function equal to zero in steady state provides bounds on the expected queue lengths. However, such bounds are often very loose due to the fact that they fail to capture resource pooling effects. The main contribution of this paper is to show that the approach of “setting the drift of a Lyapunov function equal to zero” can be used to obtain bounds on the steady-state queue lengths which are tight in the heavy-traffic limit. The key is to establish an appropriate notion of state-space collapse in terms of steady-state moments of weighted queue length differences and use this state-space collapse result when setting the Lyapunov drift equal to zero. As an application of the methodology, we prove the steady-state equivalent of the heavy-traffic optimality result of Stolyar for wireless networks operating under the MaxWeight scheduling policy.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
We can eliminate any server with μ l =0 from the system since S l [t]=0 for all t with probability one for any such server.
 
2
We can eliminate any arrival with λ l =0 from the system since A l [t]=0 for all t with probability one for any such arrival.
 
3
The convex hull of a set \(\mathcal {S}\subset\mathbb{R}^{L}\) is the smallest convex set that contains \(\mathcal{S}\).
 
4
This follows from the assumed minimality of the set of hyperplanes that define the capacity region \(\mathcal{R}\).
 
Literatur
1.
Zurück zum Zitat Asmussen, S.: Applied Probability and Queues. Springer, New York (2003) Asmussen, S.: Applied Probability and Queues. Springer, New York (2003)
2.
Zurück zum Zitat Bell, S.L., Williams, R.J.: Dynamic scheduling of a parallel server system in heavy traffic with complete resource pooling: asymptotic optimality of a threshold policy. Electron. J. Probab., 1044–1115 (2005) Bell, S.L., Williams, R.J.: Dynamic scheduling of a parallel server system in heavy traffic with complete resource pooling: asymptotic optimality of a threshold policy. Electron. J. Probab., 1044–1115 (2005)
3.
Zurück zum Zitat Bertsimas, D., Gamarnik, D., Tsitsiklis, J.N.: Performance of multiclass Markovian queueing networks via piecewise linear Lyapunov functions. Ann. Appl. Probab. (2001) Bertsimas, D., Gamarnik, D., Tsitsiklis, J.N.: Performance of multiclass Markovian queueing networks via piecewise linear Lyapunov functions. Ann. Appl. Probab. (2001)
4.
Zurück zum Zitat Bertsimas, D., Paschalidis, I.Ch., Tsitsiklis, J.N.: Optimization of multiclass queueing networks. Ann. Appl. Probab. 4, 43–75 (1994) CrossRef Bertsimas, D., Paschalidis, I.Ch., Tsitsiklis, J.N.: Optimization of multiclass queueing networks. Ann. Appl. Probab. 4, 43–75 (1994) CrossRef
5.
Zurück zum Zitat Bramson, M.: State space collapse with application to heavy-traffic limits for multiclass queueing networks. In: Queueing Syst. Theory Appl., pp. 89–148 (1998) Bramson, M.: State space collapse with application to heavy-traffic limits for multiclass queueing networks. In: Queueing Syst. Theory Appl., pp. 89–148 (1998)
6.
Zurück zum Zitat Dai, J.G., Lin, W.: Asymptotic optimality of maximum pressure policies in stochastic processing networks. Ann. Appl. Probab. 18, 2239–2299 (2008) CrossRef Dai, J.G., Lin, W.: Asymptotic optimality of maximum pressure policies in stochastic processing networks. Ann. Appl. Probab. 18, 2239–2299 (2008) CrossRef
7.
Zurück zum Zitat Eryilmaz, A., Srikant, R., Perkins, J.: Stable scheduling policies for fading wireless channels. IEEE/ACM Trans. Netw. 13(2), 411–424 (2005) CrossRef Eryilmaz, A., Srikant, R., Perkins, J.: Stable scheduling policies for fading wireless channels. IEEE/ACM Trans. Netw. 13(2), 411–424 (2005) CrossRef
8.
Zurück zum Zitat Foschini, G.J., Salz, J.: A basic dynamic routing problem and diffusion. IEEE Trans. Commun. 26(3), 320–327 (1978) CrossRef Foschini, G.J., Salz, J.: A basic dynamic routing problem and diffusion. IEEE Trans. Commun. 26(3), 320–327 (1978) CrossRef
9.
Zurück zum Zitat Gamarnik, D., Zeevi, A.: Validity of heavy-traffic steady-state approximations in generalized Jackson networks. Ann. Appl. Probab., 56–90 (2006) Gamarnik, D., Zeevi, A.: Validity of heavy-traffic steady-state approximations in generalized Jackson networks. Ann. Appl. Probab., 56–90 (2006)
10.
Zurück zum Zitat Gans, N., van Ryzin, G.: Optimal control of a multiclass, flexible queueing system. Oper. Res. (1997) Gans, N., van Ryzin, G.: Optimal control of a multiclass, flexible queueing system. Oper. Res. (1997)
11.
Zurück zum Zitat Gans, N., van Ryzin, G.: Optimal dynamic scheduling of a general class of parallel-processing queueing systems. Adv. Appl. Probab. (1998) Gans, N., van Ryzin, G.: Optimal dynamic scheduling of a general class of parallel-processing queueing systems. Adv. Appl. Probab. (1998)
12.
Zurück zum Zitat Glynn, P.W., Zeevi, A.: Bounding stationary expectations of Markov processes. In: Markov Processes and Related Topics: A Festschrift for Thomas G. Kurtz, IMS Collections (2008) Glynn, P.W., Zeevi, A.: Bounding stationary expectations of Markov processes. In: Markov Processes and Related Topics: A Festschrift for Thomas G. Kurtz, IMS Collections (2008)
13.
Zurück zum Zitat Gupta, G., Shroff, N.B.: Delay analysis and optimality of scheduling policies for multi-hop wireless networks. IEEE/ACM Trans. Netw. (2010) Gupta, G., Shroff, N.B.: Delay analysis and optimality of scheduling policies for multi-hop wireless networks. IEEE/ACM Trans. Netw. (2010)
14.
Zurück zum Zitat Hajek, B.: Hitting-time and occupation-time bounds implied by drift analysis with applications. Ann. Appl. Probab., 502–525 (1982) Hajek, B.: Hitting-time and occupation-time bounds implied by drift analysis with applications. Ann. Appl. Probab., 502–525 (1982)
15.
Zurück zum Zitat Harrison, J.M.: Brownian models of queueing networks with heterogeneous customer populations. In: Fleming, W., Lions, P.-L. (eds.) Stochastic Differential Systems, Stochastic Control Theory and Applications. IMA, vol. 10, pp. 147–186. Springer, New York (1988) CrossRef Harrison, J.M.: Brownian models of queueing networks with heterogeneous customer populations. In: Fleming, W., Lions, P.-L. (eds.) Stochastic Differential Systems, Stochastic Control Theory and Applications. IMA, vol. 10, pp. 147–186. Springer, New York (1988) CrossRef
16.
Zurück zum Zitat Harrison, J.M.: Heavy traffic analysis of a system with parallel servers: asymptotic optimality of discrete review policies. Ann. Appl. Probab., 822–848 (1998) Harrison, J.M.: Heavy traffic analysis of a system with parallel servers: asymptotic optimality of discrete review policies. Ann. Appl. Probab., 822–848 (1998)
17.
Zurück zum Zitat Harrison, J.M., Lopez, M.J.: Heavy traffic resource pooling in parallel-server systems. Queueing Syst. 33, 339–368 (1999) CrossRef Harrison, J.M., Lopez, M.J.: Heavy traffic resource pooling in parallel-server systems. Queueing Syst. 33, 339–368 (1999) CrossRef
18.
Zurück zum Zitat Ji, T., Athanasopoulou, E., Srikant, R.: On optimal scheduling algorithms for small generalized switches. IEEE/ACM Trans. Netw. (2010) Ji, T., Athanasopoulou, E., Srikant, R.: On optimal scheduling algorithms for small generalized switches. IEEE/ACM Trans. Netw. (2010)
19.
Zurück zum Zitat Kang, W.N., Kelly, F.P., Lee, N.H., Williams, R.J.: State space collapse and diffusion approximation for a network operating under a fair bandwidth sharing policy. Ann. Appl. Probab. (2009) Kang, W.N., Kelly, F.P., Lee, N.H., Williams, R.J.: State space collapse and diffusion approximation for a network operating under a fair bandwidth sharing policy. Ann. Appl. Probab. (2009)
20.
Zurück zum Zitat Kelly, F.P., Laws, C.N.: Dynamic routing in open queueing networks: Brownian models, cut constraints and resource pooling. In: Queueing Syst. Theory Appl., pp. 47–86 (1993) Kelly, F.P., Laws, C.N.: Dynamic routing in open queueing networks: Brownian models, cut constraints and resource pooling. In: Queueing Syst. Theory Appl., pp. 47–86 (1993)
21.
Zurück zum Zitat Kingman, J.F.C.: On queues in heavy traffic. J. R. Stat. Soc., Ser. B, 383–392 (1962) Kingman, J.F.C.: On queues in heavy traffic. J. R. Stat. Soc., Ser. B, 383–392 (1962)
22.
Zurück zum Zitat Kingman, J.F.C.: Some inequalities for the Queue GI/G/1. Biometrika, 315–324 (1962) Kingman, J.F.C.: Some inequalities for the Queue GI/G/1. Biometrika, 315–324 (1962)
23.
Zurück zum Zitat Kumar, S., Kumar, P.R.: Performance bounds for queueing networks and scheduling policies. IEEE Trans. Autom. Control 39, 1600–1611 (1994) CrossRef Kumar, S., Kumar, P.R.: Performance bounds for queueing networks and scheduling policies. IEEE Trans. Autom. Control 39, 1600–1611 (1994) CrossRef
24.
Zurück zum Zitat Kumar, P.R., Meyn, S.P.: Stability of queueing networks and scheduling policies. IEEE Trans. Autom. Control 40, 251–260 (1995) CrossRef Kumar, P.R., Meyn, S.P.: Stability of queueing networks and scheduling policies. IEEE Trans. Autom. Control 40, 251–260 (1995) CrossRef
25.
Zurück zum Zitat Kumar, S., Srikant, R., Kumar, P.R.: Bounding blocking probabilities and throughput in queueing networks with buffer constraints. Queueing Syst. 28, 55–77 (1998) CrossRef Kumar, S., Srikant, R., Kumar, P.R.: Bounding blocking probabilities and throughput in queueing networks with buffer constraints. Queueing Syst. 28, 55–77 (1998) CrossRef
26.
Zurück zum Zitat Laws, C.N.: Resource pooling in queueing networks with dynamic routing. Adv. Appl. Probab., 699–726 (1992) Laws, C.N.: Resource pooling in queueing networks with dynamic routing. Adv. Appl. Probab., 699–726 (1992)
27.
Zurück zum Zitat Leelahakriengkrai, R., Agrawal, R.: Scheduling in multimedia wireless networks. In: Proc. of the International Teletraffic Congress (2001) Leelahakriengkrai, R., Agrawal, R.: Scheduling in multimedia wireless networks. In: Proc. of the International Teletraffic Congress (2001)
28.
Zurück zum Zitat Meyn, S.P.: Control Techniques for Complex Networks. Cambridge University Press, Cambridge (2007) CrossRef Meyn, S.P.: Control Techniques for Complex Networks. Cambridge University Press, Cambridge (2007) CrossRef
29.
Zurück zum Zitat Meyn, S.P.: Stability and asymptotic optimality of generalized maxweight policies. SIAM J. Control Optim. (2007) Meyn, S.P.: Stability and asymptotic optimality of generalized maxweight policies. SIAM J. Control Optim. (2007)
30.
Zurück zum Zitat Meyn, S.P., Tweedie, R.L.: Markov Chains and Stochastic Stability. Springer, Berlin (1993) CrossRef Meyn, S.P., Tweedie, R.L.: Markov Chains and Stochastic Stability. Springer, Berlin (1993) CrossRef
31.
Zurück zum Zitat Neely, M., Modiano, E., Rohrs, C.: Dynamic power allocation and routing for time varying wireless networks. IEEE Sel. Areas Commun. (2005) Neely, M., Modiano, E., Rohrs, C.: Dynamic power allocation and routing for time varying wireless networks. IEEE Sel. Areas Commun. (2005)
32.
Zurück zum Zitat Reiman, M.I.: Some diffusion approximations with state space collapse. In: Proceedings of International Seminar on Modelling and Performance Evaluation Methodology. Lecture Notes in Control and Information Sciences, pp. 209–240. Springer, Berlin (1983) Reiman, M.I.: Some diffusion approximations with state space collapse. In: Proceedings of International Seminar on Modelling and Performance Evaluation Methodology. Lecture Notes in Control and Information Sciences, pp. 209–240. Springer, Berlin (1983)
34.
Zurück zum Zitat Shah, D., Wischik, D.J.: Lower bound and optimality in switched networks. In: Proceedings of Allerton Conference on Communication, Control and Computation (2008) Shah, D., Wischik, D.J.: Lower bound and optimality in switched networks. In: Proceedings of Allerton Conference on Communication, Control and Computation (2008)
35.
Zurück zum Zitat Shakkottai, S., Srikant, R., Stolyar, A.L.: Pathwise optimality of the exponential scheduling rule for wireless channels. Adv. Appl. Probab., 1021–1045 (2004) Shakkottai, S., Srikant, R., Stolyar, A.L.: Pathwise optimality of the exponential scheduling rule for wireless channels. Adv. Appl. Probab., 1021–1045 (2004)
36.
Zurück zum Zitat Stolyar, A.L.: MaxWeight scheduling in a generalized switch: state space collapse and workload minimization in heavy traffic. Ann. Appl. Probab., 1–53 (2004) Stolyar, A.L.: MaxWeight scheduling in a generalized switch: state space collapse and workload minimization in heavy traffic. Ann. Appl. Probab., 1–53 (2004)
38.
Zurück zum Zitat Tassiulas, L., Ephremides, A.: Stability properties of constrained queueing systems and scheduling policies for maximum throughput in multihop radio networks. IEEE Trans. Autom. Control December, 1936–1948 (1992) CrossRef Tassiulas, L., Ephremides, A.: Stability properties of constrained queueing systems and scheduling policies for maximum throughput in multihop radio networks. IEEE Trans. Autom. Control December, 1936–1948 (1992) CrossRef
39.
Zurück zum Zitat Tassiulas, L., Ephremides, A.: Dynamic server allocation to parallel queues with randomly varying connectivity. IEEE Trans. Inf. Theory 39, 466–478 (1993) CrossRef Tassiulas, L., Ephremides, A.: Dynamic server allocation to parallel queues with randomly varying connectivity. IEEE Trans. Inf. Theory 39, 466–478 (1993) CrossRef
40.
Zurück zum Zitat Tassiulas, L., Ephremides, A.: Dynamic scheduling for minimum delay in tandem and parallel constrained queueing models. Ann. Oper. Res. 18, 333–355 (1994) CrossRef Tassiulas, L., Ephremides, A.: Dynamic scheduling for minimum delay in tandem and parallel constrained queueing models. Ann. Oper. Res. 18, 333–355 (1994) CrossRef
41.
Zurück zum Zitat Venkataramanan, V.J., Lin, X.: On the queue-overflow probability of wireless systems: a new approach combining large deviations with Lyapunov functions. Preprint (2009) Venkataramanan, V.J., Lin, X.: On the queue-overflow probability of wireless systems: a new approach combining large deviations with Lyapunov functions. Preprint (2009)
42.
Zurück zum Zitat Whitt, W.: Weak convergence theorems for priority queues: preemptive resume discipline. J. Appl. Probab., 74–94 (1971) Whitt, W.: Weak convergence theorems for priority queues: preemptive resume discipline. J. Appl. Probab., 74–94 (1971)
43.
Zurück zum Zitat Williams, R.J.: Diffusion approximations for open multiclass queueing networks: sufficient conditions involving state space collapse. Queueing Syst. 30, 27–88 (1998) CrossRef Williams, R.J.: Diffusion approximations for open multiclass queueing networks: sufficient conditions involving state space collapse. Queueing Syst. 30, 27–88 (1998) CrossRef
Metadaten
Titel
Asymptotically tight steady-state queue length bounds implied by drift conditions
verfasst von
Atilla Eryilmaz
R. Srikant
Publikationsdatum
01.12.2012
Verlag
Springer US
Erschienen in
Queueing Systems / Ausgabe 3-4/2012
Print ISSN: 0257-0130
Elektronische ISSN: 1572-9443
DOI
https://doi.org/10.1007/s11134-012-9305-y

Weitere Artikel der Ausgabe 3-4/2012

Queueing Systems 3-4/2012 Zur Ausgabe