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Erschienen in: Queueing Systems 1/2014

01.09.2014

Validity of heavy-traffic steady-state approximations in many-server queues with abandonment

verfasst von: J. G. Dai, A. B. Dieker, Xuefeng Gao

Erschienen in: Queueing Systems | Ausgabe 1/2014

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Abstract

We consider \(GI/Ph/n+M\) parallel-server systems with a renewal arrival process, a phase-type service time distribution, \(n\) homogenous servers, and an exponential patience time distribution with positive rate. We show that in the Halfin–Whitt regime, the sequence of stationary distributions corresponding to the normalized state processes is tight. As a consequence, we establish an interchange of heavy-traffic and steady-state limits for \(GI/Ph/n+M\) queues.

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Literatur
1.
Zurück zum Zitat Bramson, M.: State space collapse with application to heavy traffic limits for multiclass queueing networks. Queueing Syst. 30, 89–140 (1998)CrossRef Bramson, M.: State space collapse with application to heavy traffic limits for multiclass queueing networks. Queueing Syst. 30, 89–140 (1998)CrossRef
2.
Zurück zum Zitat Brown, L., Gans, N., Mandelbaum, A., Sakov, A., Shen, H., Zeltyn, S., Zhao, L.: Statistical analysis of a telephone call center. J. Am. Stat. Assoc. 100, 36–50 (2005)CrossRef Brown, L., Gans, N., Mandelbaum, A., Sakov, A., Shen, H., Zeltyn, S., Zhao, L.: Statistical analysis of a telephone call center. J. Am. Stat. Assoc. 100, 36–50 (2005)CrossRef
3.
Zurück zum Zitat Budhiraja, A., Ghosh, A.P.: Diffusion approximations for controlled stochastic networks: an asymptotic bound for the value function. Ann. Appl. Probab. 16, 1962–2006 (2006)CrossRef Budhiraja, A., Ghosh, A.P.: Diffusion approximations for controlled stochastic networks: an asymptotic bound for the value function. Ann. Appl. Probab. 16, 1962–2006 (2006)CrossRef
4.
Zurück zum Zitat Budhiraja, A., Lee, C.: Stationary distribution convergence for generalized Jackson networks in heavy traffic. Math. Oper. Res. 34, 45–56 (2009)CrossRef Budhiraja, A., Lee, C.: Stationary distribution convergence for generalized Jackson networks in heavy traffic. Math. Oper. Res. 34, 45–56 (2009)CrossRef
5.
Zurück zum Zitat Dai, J.G.: On positive Harris recurrence of multiclass queueing networks: a unified approach via fluid limit models. Ann. Appl. Probab. 5, 49–77 (1995)CrossRef Dai, J.G.: On positive Harris recurrence of multiclass queueing networks: a unified approach via fluid limit models. Ann. Appl. Probab. 5, 49–77 (1995)CrossRef
6.
Zurück zum Zitat Dai, J.G., Meyn, S.P.: Stability and convergence of moments for multiclass queueing networks via fluid limit models. IEEE Trans. Autom. Control 40, 1889–1904 (1995)CrossRef Dai, J.G., Meyn, S.P.: Stability and convergence of moments for multiclass queueing networks via fluid limit models. IEEE Trans. Autom. Control 40, 1889–1904 (1995)CrossRef
7.
Zurück zum Zitat Dai, J.G., He, S., Tezcan, T.: Many-server diffusion limits for \({G/Ph/n+GI}\) queues. Ann. Appl. Probab. 20, 1854–1890 (2010)CrossRef Dai, J.G., He, S., Tezcan, T.: Many-server diffusion limits for \({G/Ph/n+GI}\) queues. Ann. Appl. Probab. 20, 1854–1890 (2010)CrossRef
8.
Zurück zum Zitat Dai, J.G., He, S.: Many-server queues with customer abandonment: Numerical analysis of their diffusion models. Stoch. Syst. 3, 96–146 (2013)CrossRef Dai, J.G., He, S.: Many-server queues with customer abandonment: Numerical analysis of their diffusion models. Stoch. Syst. 3, 96–146 (2013)CrossRef
9.
Zurück zum Zitat Davis, M.H.A.: Piecewise deterministic Markov processes: a general class of non-diffusion stochastic models. J. R. Stat. Soc. B 46, 353–388 (1984) Davis, M.H.A.: Piecewise deterministic Markov processes: a general class of non-diffusion stochastic models. J. R. Stat. Soc. B 46, 353–388 (1984)
10.
Zurück zum Zitat Dieker, A.B., Gao, X.: Positive recurrence of piecewise Ornstein–Uhlenbeck processes and common quadratic Lyapunov functions. Ann. Appl. Probab. 23(4), 1291–1720 (2013)CrossRef Dieker, A.B., Gao, X.: Positive recurrence of piecewise Ornstein–Uhlenbeck processes and common quadratic Lyapunov functions. Ann. Appl. Probab. 23(4), 1291–1720 (2013)CrossRef
11.
Zurück zum Zitat Gamarnik, D., Zeevi, A.: Validity of heavy traffic steady-state approximation in generalized Jackson networks. Ann. Appl. Probab. 16, 56–90 (2006)CrossRef Gamarnik, D., Zeevi, A.: Validity of heavy traffic steady-state approximation in generalized Jackson networks. Ann. Appl. Probab. 16, 56–90 (2006)CrossRef
12.
Zurück zum Zitat Gamarnik, D., Momčilović, P.: Steady-state analysis of a multi-server queue in the Halfin–Whitt regime. Adv. Appl. Probab. 40, 548–577 (2008)CrossRef Gamarnik, D., Momčilović, P.: Steady-state analysis of a multi-server queue in the Halfin–Whitt regime. Adv. Appl. Probab. 40, 548–577 (2008)CrossRef
13.
Zurück zum Zitat Gamarnik, D., Stolyar, A.L.: Multiclass multiserver queueing system in the Halfin–Whitt heavy traffic regime: asymptotics of the stationary distribution. Queueing Syst. 71, 25–51 (2012)CrossRef Gamarnik, D., Stolyar, A.L.: Multiclass multiserver queueing system in the Halfin–Whitt heavy traffic regime: asymptotics of the stationary distribution. Queueing Syst. 71, 25–51 (2012)CrossRef
14.
Zurück zum Zitat Gamarnik, D., Goldberg, D.: Steady-state \({GI/GI/N}\) queue in the Halfin–Whitt regime. Ann. Appl. Probab. 23, 2382–2419 (2013)CrossRef Gamarnik, D., Goldberg, D.: Steady-state \({GI/GI/N}\) queue in the Halfin–Whitt regime. Ann. Appl. Probab. 23, 2382–2419 (2013)CrossRef
15.
Zurück zum Zitat Gans, N., Koole, G., Mandelbaum, A.: Telephone call centers: tutorial, review, and research prospects. Manuf. Serv. Oper. Manag. 5, 79–141 (2003) Gans, N., Koole, G., Mandelbaum, A.: Telephone call centers: tutorial, review, and research prospects. Manuf. Serv. Oper. Manag. 5, 79–141 (2003)
16.
Zurück zum Zitat Gurvich, I.: Validity of heavy-traffic steady-state approximations in multiclass queueing networks: the case of queue-ratio disciplines. Math. Oper. Res. (2013). doi:10.1287/moor.2013.0593 Gurvich, I.: Validity of heavy-traffic steady-state approximations in multiclass queueing networks: the case of queue-ratio disciplines. Math. Oper. Res. (2013). doi:10.​1287/​moor.​2013.​0593
17.
Zurück zum Zitat Halfin, S., Whitt, W.: Heavy-traffic limits for queues with many exponential servers. Oper. Res. 29, 567–588 (1981)CrossRef Halfin, S., Whitt, W.: Heavy-traffic limits for queues with many exponential servers. Oper. Res. 29, 567–588 (1981)CrossRef
18.
Zurück zum Zitat Katsuda, T.: State-space collapse in stationarity and its application to a multiclass single-server queue in heavy traffic. Queueing Syst. 65, 237–273 (2010)CrossRef Katsuda, T.: State-space collapse in stationarity and its application to a multiclass single-server queue in heavy traffic. Queueing Syst. 65, 237–273 (2010)CrossRef
19.
Zurück zum Zitat Konstantopoulos, T., Last, G.: On the use of Lyapunov function methods in renewal theory. Stoch. Process. Appl. 79, 165–178 (1999)CrossRef Konstantopoulos, T., Last, G.: On the use of Lyapunov function methods in renewal theory. Stoch. Process. Appl. 79, 165–178 (1999)CrossRef
20.
Zurück zum Zitat Meyn, S.P., Tweedie, R.L.: Stability of Markovian processes III: Foster–Lyapunov criteria for continuous time processes. Adv. Appl. Probab. 25, 518–548 (1993)CrossRef Meyn, S.P., Tweedie, R.L.: Stability of Markovian processes III: Foster–Lyapunov criteria for continuous time processes. Adv. Appl. Probab. 25, 518–548 (1993)CrossRef
21.
Zurück zum Zitat Meyn, S.P., Down, D.: Stability of generalized Jackson networks. Ann. Appl. Probab. 4, 124–148 (1994)CrossRef Meyn, S.P., Down, D.: Stability of generalized Jackson networks. Ann. Appl. Probab. 4, 124–148 (1994)CrossRef
22.
Zurück zum Zitat Meyn, S., Tweedie, R.L.: Markov Chains and Stochastic Stability, 2nd edn. Cambridge University Press, Cambridge (2009)CrossRef Meyn, S., Tweedie, R.L.: Markov Chains and Stochastic Stability, 2nd edn. Cambridge University Press, Cambridge (2009)CrossRef
23.
Zurück zum Zitat Puhalskii, A.A., Reiman, M.I.: The multiclass \(GI/PH/N\) queue in the Halfin–Whitt regime. Adv. Appl. Probab. 32, 564–595 (2004). Correction: 36, 971 (2004)CrossRef Puhalskii, A.A., Reiman, M.I.: The multiclass \(GI/PH/N\) queue in the Halfin–Whitt regime. Adv. Appl. Probab. 32, 564–595 (2004). Correction: 36, 971 (2004)CrossRef
24.
Zurück zum Zitat Revuz, D., Yor, M.: Continuous Martingales and Brownian Motion. Springer, Berlin (1999)CrossRef Revuz, D., Yor, M.: Continuous Martingales and Brownian Motion. Springer, Berlin (1999)CrossRef
25.
Zurück zum Zitat Rolski, T., Schmidli, H., Schmidt, V., Teugels, J.: Stochastic Processes for Insurance and Finance. Wiley, Chichester (1999)CrossRef Rolski, T., Schmidli, H., Schmidt, V., Teugels, J.: Stochastic Processes for Insurance and Finance. Wiley, Chichester (1999)CrossRef
26.
Zurück zum Zitat Tezcan, T.: Optimal control of distributed parallel server systems under the Halfin and Whitt regime. Math. Oper. Res. 33, 51–90 (2008)CrossRef Tezcan, T.: Optimal control of distributed parallel server systems under the Halfin and Whitt regime. Math. Oper. Res. 33, 51–90 (2008)CrossRef
27.
Zurück zum Zitat Ye, H.-Q., Yao, D.D.: Diffusion limit of a two-class network: stationary distributions and interchange of limits. ACM SIGMETRICS Perform. Eval. Rev. 38, 18–20 (2010)CrossRef Ye, H.-Q., Yao, D.D.: Diffusion limit of a two-class network: stationary distributions and interchange of limits. ACM SIGMETRICS Perform. Eval. Rev. 38, 18–20 (2010)CrossRef
Metadaten
Titel
Validity of heavy-traffic steady-state approximations in many-server queues with abandonment
verfasst von
J. G. Dai
A. B. Dieker
Xuefeng Gao
Publikationsdatum
01.09.2014
Verlag
Springer US
Erschienen in
Queueing Systems / Ausgabe 1/2014
Print ISSN: 0257-0130
Elektronische ISSN: 1572-9443
DOI
https://doi.org/10.1007/s11134-014-9394-x

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