General hazard-type scaling of abandonment time distribution for a G/Ph/n+GI queue in the Halfin–Whitt heavy-traffic regime
We consider the diffusion approximation of a G/Ph/n queue with customer abandonment in the Halfin–Whitt heavy-traffic regime and extend the conventional locally Lipschitz hazard-type scaling of abandonment time distribution to a more general scaling in the study. Under that new scaling of abandonmen...
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| Published in | Queueing systems Vol. 80; no. 1-2; pp. 155 - 195 |
|---|---|
| Main Author | |
| Format | Journal Article |
| Language | English |
| Published |
New York
Springer US
01.06.2015
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0257-0130 1572-9443 |
| DOI | 10.1007/s11134-015-9434-1 |
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| Abstract | We consider the diffusion approximation of a G/Ph/n queue with customer abandonment in the Halfin–Whitt heavy-traffic regime and extend the conventional locally Lipschitz hazard-type scaling of abandonment time distribution to a more general scaling in the study. Under that new scaling of abandonment, not only the non-locally Lipschitz hazard-type case such as the non-locally bounded hazard-rate scaling which has never been solved to date, but also a wider range of abandonment time distributions including the non-absolutely continuous ones becomes subject to the analysis of diffusion approximation. Due to the general character of our scaling scheme of abandonment time, the stochastic equation for the limit of C-tight, scaled, and centered customer-count processes contains a nonlinear drift term as the limit of abandonment-count process, which does not satisfy the local Lipschitz condition so that the continuous mapping method in the literature of this area is invalid in our case. Instead, applying the Girsanov transformation to the localized multidimensional equation satisfied by the limit of customer-count process in multiphase of service time, we show the uniqueness in law of the solution to establish the desired diffusion approximation. |
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| AbstractList | We consider the diffusion approximation of a G/Ph/n queue with customer abandonment in the Halfin-Whitt heavy-traffic regime and extend the conventional locally Lipschitz hazard-type scaling of abandonment time distribution to a more general scaling in the study. Under that new scaling of abandonment, not only the non-locally Lipschitz hazard-type case such as the non-locally bounded hazard-rate scaling which has never been solved to date, but also a wider range of abandonment time distributions including the non-absolutely continuous ones becomes subject to the analysis of diffusion approximation. Due to the general character of our scaling scheme of abandonment time, the stochastic equation for the limit of C-tight, scaled, and centered customer-count processes contains a nonlinear drift term as the limit of abandonment-count process, which does not satisfy the local Lipschitz condition so that the continuous mapping method in the literature of this area is invalid in our case. Instead, applying the Girsanov transformation to the localized multidimensional equation satisfied by the limit of customer-count process in multiphase of service time, we show the uniqueness in law of the solution to establish the desired diffusion approximation. |
| Author | Katsuda, Toshiyuki |
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| Cites_doi | 10.1023/A:1019178802391 10.1007/s11134-005-3699-8 10.1239/aap/1013540179 10.1287/moor.2013.0587 10.1007/978-3-662-02514-7 10.1287/educ.1110.0083 10.1287/moor.1110.0530 10.1214/09-AAP674 10.1287/msom.4.3.208.7753 10.1287/moor.1100.0443 10.1016/j.spa.2011.07.003 10.1287/msom.5.2.79.16071 10.1016/S0304-4149(98)00073-8 10.1214/09-AAP609 10.1198/016214504000001808 10.1287/opre.29.3.567 10.1007/s11134-012-9335-5 10.1287/opre.1120.1069 10.1287/moor.1070.0303 10.1214/11-SSY029 |
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| DOI | 10.1007/s11134-015-9434-1 |
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| Keywords | Diffusion approximation 90B22 Scaling of abandonment time Uniqueness in law Phase-type service distribution 68M20 60K25 Many-server queue Halfin–Whitt heavy-traffic regime Girsanov transformation 60F17 |
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| References_xml | – reference: ReedJThe G/GI/N queue in the Halfin–Whitt regimeAnn. Appl. Probab.2009192211226910.1214/09-AAP609 – reference: ZeltynSMandelbaumACall centers with impatient customers: many-server asymptotics of the M/M/n+G queueQueueing Syst.20055136140210.1007/s11134-005-3699-8 – reference: Dai, J.G., He, S.: Many-server queues with customer abandonment: numerical analysis of their diffusion model. Stoch. Syst. 3, 96–146 (2013) – reference: MandelbaumAMomčilovićPQueues with many servers and impatient customersMath. Oper. Res.201237416510.1287/moor.1110.0530 – reference: WeerasingheADiffusion approximations for G/M/n+GI queues with state-dependent service ratesMath. Oper. Res.20133920722810.1287/moor.2013.0587 – reference: HuangJZhangHDiffusion approximations for open Jackson networks with renegingQueueing Syst.20137444547610.1007/s11134-012-9335-5 – reference: PuhalskiiAAReimanMIThe multiclass GI/PH/N queue in the Halfin-Whitt regimeAdv. Appl. Probab.20003256459510.1239/aap/1013540179 – reference: RevuzDYorMContinuous Martingales and Brownian Motion19942New YorkSpringer – reference: IkedaNWatanabeSStochastic Differential Equations and Diffusion Processes1981AmsterdamNorth-Holland – reference: DaiJGHeSCustomer abandonment in many-server queuesMath. Oper. Res.20103534736210.1287/moor.1100.0443 – reference: BrownLGansNMandelbaumASakovAShenHZeltynSZhaoLStatistical analysis of a telephone call center: a queueing-science perspectiveJ. Am. Stat. Assoc.2005100365010.1198/016214504000001808 – reference: JacodJShiryaevANLimit Theorems for Stochastic Processes1987New YorkSpringer10.1007/978-3-662-02514-7 – reference: GarnettOMandelbaumAReimanMDesigning a call center with impatient customersManuf. Serv. Oper. Manag.20024208227 – reference: ReedJEWardARApproximating the GI/GI/1+GI queue with a nonlinear drift diffusion: hazard rate scaling in heavy trafficMath. Oper. Res.20083360664410.1287/moor.1070.0303 – reference: Dai, J.G., He, S.: Queues in service systems: customer abandonment and diffusion approximations. Tutor. Oper. Res. 36–59 (2011) – reference: DaiJGDaiWA heavy traffic limit theorem for a class of open queueing networks with finite buffersQueueing Syst.19993254010.1023/A:1019178802391 – reference: LeeCWeerasingheAConvergence of a queueing system in heavy traffic with general patience-time distributionsStoch. Process. Appl.20111212507255210.1016/j.spa.2011.07.003 – reference: DaiJGHeSTezcanTMany-server diffusion limits for G/Ph/n+GI queuesAnn. Appl. Probab.2010201854189010.1214/09-AAP674 – reference: AsmussenSApplied Probability and Queues1987New YorkWiley – reference: ReedJTezcanTHazard rate scaling of the abandonment distribution for the GI/M/n+GI queue in heavy trafficOper. Res.20126098199510.1287/opre.1120.1069 – reference: BillingsleyPConvergence of Probability Measures1968New YorkWiley – reference: GansNKooleGMandelbaumATelephone call centers: tutorial, review, and research prospectsManuf. Serv. Oper. Manag.2003579141 – reference: HalfinSWhittWHeavy-traffic limits for queues with many exponential serversOper. Res.19812956758810.1287/opre.29.3.567 – reference: Huang, J., Zhang, H., Zhang, J.: Diffusion approximations for queueing systems with customer abandonment. arXiv:1208.5552 [math.PR] (2012) – reference: YamadaKTwo limit theorems for queueing systems around the convergence of stochastic integrals with respect to renewal processesStoch. Process. Appl.19998010312810.1016/S0304-4149(98)00073-8 – volume: 32 start-page: 5 year: 1999 ident: 9434_CR4 publication-title: Queueing Syst. doi: 10.1023/A:1019178802391 – volume: 51 start-page: 361 year: 2005 ident: 9434_CR25 publication-title: Queueing Syst. doi: 10.1007/s11134-005-3699-8 – volume: 32 start-page: 564 year: 2000 ident: 9434_CR18 publication-title: Adv. Appl. Probab. doi: 10.1239/aap/1013540179 – volume-title: Convergence of Probability Measures year: 1968 ident: 9434_CR2 – volume: 39 start-page: 207 year: 2013 ident: 9434_CR23 publication-title: Math. Oper. Res. doi: 10.1287/moor.2013.0587 – volume-title: Limit Theorems for Stochastic Processes year: 1987 ident: 9434_CR15 doi: 10.1007/978-3-662-02514-7 – ident: 9434_CR6 doi: 10.1287/educ.1110.0083 – volume-title: Stochastic Differential Equations and Diffusion Processes year: 1981 ident: 9434_CR14 – volume: 37 start-page: 41 year: 2012 ident: 9434_CR17 publication-title: Math. Oper. Res. doi: 10.1287/moor.1110.0530 – volume: 20 start-page: 1854 year: 2010 ident: 9434_CR8 publication-title: Ann. Appl. Probab. doi: 10.1214/09-AAP674 – volume: 4 start-page: 208 year: 2002 ident: 9434_CR10 publication-title: Manuf. Serv. Oper. Manag. doi: 10.1287/msom.4.3.208.7753 – volume: 35 start-page: 347 year: 2010 ident: 9434_CR5 publication-title: Math. Oper. Res. doi: 10.1287/moor.1100.0443 – volume: 121 start-page: 2507 year: 2011 ident: 9434_CR16 publication-title: Stoch. Process. Appl. doi: 10.1016/j.spa.2011.07.003 – volume: 5 start-page: 79 year: 2003 ident: 9434_CR9 publication-title: Manuf. Serv. Oper. Manag. doi: 10.1287/msom.5.2.79.16071 – ident: 9434_CR13 – volume-title: Applied Probability and Queues year: 1987 ident: 9434_CR1 – volume: 80 start-page: 103 year: 1999 ident: 9434_CR24 publication-title: Stoch. Process. Appl. doi: 10.1016/S0304-4149(98)00073-8 – volume: 19 start-page: 2211 year: 2009 ident: 9434_CR19 publication-title: Ann. Appl. Probab. doi: 10.1214/09-AAP609 – volume: 100 start-page: 36 year: 2005 ident: 9434_CR3 publication-title: J. Am. Stat. Assoc. doi: 10.1198/016214504000001808 – volume: 29 start-page: 567 year: 1981 ident: 9434_CR11 publication-title: Oper. Res. doi: 10.1287/opre.29.3.567 – volume: 74 start-page: 445 year: 2013 ident: 9434_CR12 publication-title: Queueing Syst. doi: 10.1007/s11134-012-9335-5 – volume: 60 start-page: 981 year: 2012 ident: 9434_CR20 publication-title: Oper. Res. doi: 10.1287/opre.1120.1069 – volume: 33 start-page: 606 year: 2008 ident: 9434_CR21 publication-title: Math. Oper. Res. doi: 10.1287/moor.1070.0303 – ident: 9434_CR7 doi: 10.1214/11-SSY029 – volume-title: Continuous Martingales and Brownian Motion year: 1994 ident: 9434_CR22 |
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| Snippet | We consider the diffusion approximation of a G/Ph/n queue with customer abandonment in the Halfin–Whitt heavy-traffic regime and extend the conventional... We consider the diffusion approximation of a G/Ph/n queue with customer abandonment in the Halfin-Whitt heavy-traffic regime and extend the conventional... |
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| SubjectTerms | Abandonment Analysis Approximation Business and Management Call centers Computer Communication Networks Control Customer services Diffusion Lipschitz condition Mathematical analysis Normal distribution Operations Research/Decision Theory Probability Theory and Stochastic Processes Queues Queuing Servers Stochastic models Studies Supply Chain Management Systems Theory Transformations Uniqueness |
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| Title | General hazard-type scaling of abandonment time distribution for a G/Ph/n+GI queue in the Halfin–Whitt heavy-traffic regime |
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