Uniform stability of some large-scale parallel server networks

被引:2
|
作者
Hmedi, Hassan [1 ]
Arapostathis, Ari [1 ]
Pang, Guodong [2 ]
机构
[1] Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA
[2] Rice Univ, Dept Computat Appl Math & Operat Res, George R Brown Coll Engn, Houston, TX 77005 USA
基金
美国国家科学基金会;
关键词
Uniform exponential ergodicity; Parallel server (multiclass multi-pool) networks; Halfin-Whitt regime; Spare capacity; System-wide work conservation; QUEUING-SYSTEMS; AVERAGE OPTIMALITY; SCHEDULING CONTROL; CALL CENTER; APPROXIMATIONS; QUEUES;
D O I
10.1007/s11134-022-09850-y
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper we study the uniform stability properties of two classes of parallel server networks with multiple classes of jobs and multiple server pools of a tree topology. These include a class of networks with a single nonleaf server pool, such as the 'N' and 'M' models, and networks of any tree topology with class-dependent service rates. We show that with root n safety staffing, and no abandonment, in the Halfin-Whitt regime, the diffusion-scaled controlled queueing processes are exponentially ergodic and their invariant probability distributions are tight, uniformly over all stationary Markov controls. We use a unified approach in which the same Lyapunov function is used in the study of the prelimit and diffusion limit. A parameter called the spare capacity (safety staffing) of the network plays a central role in characterizing the stability results: the parameter being positive is necessary and sufficient that the limiting diffusion is uniformly exponentially ergodic over all stationary Markov controls. We introduce the concept of "system-wide work conserving policies," which are defined as policies that minimize the number of idle servers at all times. This is stronger than the socalled joint work conservation. We show that, provided the spare capacity parameter is positive, the diffusion-scaled processes are geometrically ergodic and the invariant distributions are tight, uniformly over all "system-wide work conserving policies." In addition, when the spare capacity is negative we show that the diffusion-scaled processes are transient under any stationary Markov control, and when it is zero, they cannot be positive recurrent.
引用
收藏
页码:509 / 552
页数:44
相关论文
共 50 条
  • [21] To Pool or Not to Pool: Queueing Design for Large-Scale Service Systems
    Cao, Ping
    He, Shuangchi
    Huang, Junfei
    Liu, Yunan
    OPERATIONS RESEARCH, 2021, 69 (06) : 1866 - 1885
  • [22] Dynamic routing in large-scale service systems with heterogeneous servers
    Armony, M
    QUEUEING SYSTEMS, 2005, 51 (3-4) : 287 - 329
  • [23] The Design and Implementation of Large-Scale Call Center Management System
    Xie, Chuanliu
    Wang, Junfeng
    Mou, Ying
    2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL V, 2010, : 116 - 119
  • [24] Numerical solutions to large-scale differential Lyapunov matrix equations
    Hached, M.
    Jbilou, K.
    NUMERICAL ALGORITHMS, 2018, 79 (03) : 741 - 757
  • [25] Dynamic Routing in Large-Scale Service Systems with Heterogeneous Servers
    Mor Armony
    Queueing Systems, 2005, 51 : 287 - 329
  • [26] Mobile Sensor Deployment Optimization Algorithm for Maximizing Monitoring Capacity of Large-Scale Acyclic Directed Pipeline Networks in Smart Cities
    Liang, Junbin
    Tu, Jingke
    Leung, Victor C. M.
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (21) : 16083 - 16095
  • [27] NOVEL HEAVY-TRAFFIC REGIMES FOR LARGE-SCALE SERVICE SYSTEMS
    Janssen, A. J. E. M.
    Van Leeuwaarden, J. S. H.
    Mathijsen, B. W. J.
    SIAM JOURNAL ON APPLIED MATHEMATICS, 2015, 75 (02) : 787 - 812
  • [28] Achieving Rapid Recovery in an Overload Control for Large-Scale Service Systems
    Perry, Ohad
    Whitt, Ward
    INFORMS JOURNAL ON COMPUTING, 2015, 27 (03) : 491 - 506
  • [29] An Intelligent Energy Management System for Large-Scale Charging of Electric Vehicles
    Yu, Zhe
    Chen, Shiyao
    Tong, Lang
    CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2016, 2 (01): : 47 - 53
  • [30] Precise Time Integration Methods for Transient Response Analysis of Large-Scale Structures
    Yao, Jianyao
    Wu, Yu
    Sun, Dongyang
    Wang, Linlin
    Hu, Ning
    Xin, Jianqiang
    Wang, Jianjun
    AIAA JOURNAL, 2018, 56 (10) : 4121 - 4133