STEIN'S METHOD FOR STEADY-STATE DIFFUSION APPROXIMATIONS OF M/Ph/n plus M SYSTEMS

被引:44
|
作者
Braverman, Anton [1 ]
Dai, J. G. [1 ]
机构
[1] Cornell Univ, Sch Operat Res & Informat Engn, Ithaca, NY 14850 USA
来源
ANNALS OF APPLIED PROBABILITY | 2017年 / 27卷 / 01期
基金
美国国家科学基金会;
关键词
Stein's method; diffusion approximation; steady-state; many servers; state space collapse; convergence rate; HEAVY-TRAFFIC LIMITS; SPACE COLLAPSE; ASYMPTOTIC OPTIMALITY; QUEUING-NETWORKS; QUEUES; STATIONARITY; THEOREMS; HALFIN;
D O I
10.1214/16-AAP1211
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We consider M/Ph/n + M queueing systems in steady state. We prove that the Wasserstein distance between the stationary distribution of the normalized system size process and that of a piecewise Ornstein Uhlenbeck (OU) process is bounded by C/root T., where the constant C is independent of the arrival rate A and the number of servers n as long as they are in the HalfinWhitt parameter regime. For each integer m > 0, we also establish a similar bound for the difference of the mth steady-state moments. For the proofs, we develop a modular framework that is based on Stein's method. The framework has three components: Poisson equation, generator coupling, and state space collapse. The framework, with further refinement, is likely applicable to steady-state diffusion approximations for other stochastic systems.
引用
收藏
页码:550 / 581
页数:32
相关论文
共 50 条
  • [31] SUPERCONDUCTING STEADY-STATE TOKAMAK TRIAM-1-M
    ITOH, S
    JOTAKI, E
    JOURNAL OF THE ATOMIC ENERGY SOCIETY OF JAPAN, 1989, 31 (06): : 638 - 645
  • [32] STEADY-STATE VENOGRAPHY USING 195M-GOLD
    DOWSETT, DJ
    ENNIS, JT
    COLLUM, C
    DEJONG, RBJ
    JOURNAL OF NUCLEAR MEDICINE, 1984, 25 (05) : P48 - P48
  • [33] An alternative TLM method for steady-state convection-diffusion
    Kennedy, Alan
    O'Connor, William J.
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2009, 79 (10) : 1264 - 1283
  • [34] STEADY-STATE DISTRIBUTION OF PROBABILITIES FOR THE M/G/1/m QUEUE WITH THE FORCED VACATIONS AFTER n CUSTOMERS SERVED IN SUCCESSION
    Aliev, Soltan A.
    Yeleyko, Yaroslav I.
    Zhernovyi, Yuri V.
    PROCEEDINGS OF THE INSTITUTE OF MATHEMATICS AND MECHANICS, 2009, 30 (38): : 9 - 18
  • [35] STEADY-STATE METHOD FOR KA MEASUREMENTS IN MODEL SYSTEMS
    VANSONSBEEK, HM
    GIELEN, SJ
    TRAMPER, J
    BIOTECHNOLOGY TECHNIQUES, 1991, 5 (03) : 157 - 162
  • [36] EXPLICIT STEADY-STATE SOLUTIONS FOR A PARTICULAR M(X)-M-1 QUEUING SYSTEM
    JENSEN, GL
    PAULSON, AS
    NAVAL RESEARCH LOGISTICS, 1977, 24 (04) : 651 - 659
  • [37] Steady-state and dynamic model for recirculating aquaculture systems with pH included
    Santos, Allyne M. dos
    Bernardino, Lucas F.
    Attramadal, Kari J. K.
    Skogestad, Sigurd
    AQUACULTURAL ENGINEERING, 2023, 102
  • [38] Approximations for the M/GI/N plus GI type call center
    Iravani, Foad
    Balcioglu, Baris
    QUEUEING SYSTEMS, 2008, 58 (02) : 137 - 153
  • [39] Errors of kinematic-wave and diffusion-wave approximations for steady-state overland flows
    Singh, VP
    Aravamuthan, V
    CATENA, 1996, 27 (3-4) : 209 - 227
  • [40] Steady-state diffusion approximations for discrete-time queue in hospital inpatient flow management
    Feng, Jiekun
    Shi, Pengyi
    NAVAL RESEARCH LOGISTICS, 2018, 65 (01) : 26 - 65