Algorithms for Time-Varying Networks of Many-Server Fluid Queues

被引:18
作者
Liu, Yunan [1 ]
Whitt, Ward [2 ]
机构
[1] N Carolina State Univ, Dept Ind & Syst Engn, Raleigh, NC 27695 USA
[2] Columbia Univ, Dept Ind Engn & Operat Res, New York, NY 10027 USA
基金
美国国家科学基金会;
关键词
queues with time-varying arrival rates; nonstationary queues; queueing networks; many-server queues; deterministic fluid models; fluid approximation; nonstationary networks of fluid queues; customer abandonment; non-Markovian queues; MULTISERVER QUEUES;
D O I
10.1287/ijoc.1120.0547
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Motivated by large-scale service systems with network structure, we introduced in a previous paper a time-varying open network of many-server fluid queues with customer abandonment from each queue and time-varying proportional routing among the queues, and showed how performance functions can be determined. The deterministic fluid model serves as an approximation for the corresponding non-Markovian stochastic network of many-server queues with Markovian routing, experiencing periods of overloading at the queues. In this paper we develop a new algorithm for the previous model and generalize the model to include non-exponential service-time distributions. In this paper we report results of implementing the algorithms and studying their computational complexity. We also conduct simulation experiments to confirm that the algorithms are effective in computing the performance functions and that these performance functions provide useful approximations for the corresponding stochastic models.
引用
收藏
页码:59 / 73
页数:15
相关论文
共 17 条
[1]  
[Anonymous], ANN APPL PR IN PRESS
[2]  
[Anonymous], 1999, P ANN ALL C COMM CON
[3]  
[Anonymous], WORKING PAPER
[4]  
[Anonymous], OPER RES LETT
[5]   Statistical analysis of a telephone call center: A queueing-science perspective [J].
Brown, L ;
Gans, N ;
Mandelbaum, A ;
Sakov, A ;
Shen, HP ;
Zeltyn, S ;
Zhao, L .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2005, 100 (469) :36-50
[6]   Coping with time-varying demand when setting staffing requirements for a service system [J].
Green, Linda V. ;
Kolesar, Peter J. ;
Whitt, Ward .
PRODUCTION AND OPERATIONS MANAGEMENT, 2007, 16 (01) :13-39
[7]   The Gt/GI/st+GI many-server fluid queue [J].
Liu, Yunan ;
Whitt, Ward .
QUEUEING SYSTEMS, 2012, 71 (04) :405-444
[8]   A Network of Time-Varying Many-Server Fluid Queues with Customer Abandonment [J].
Liu, Yunan ;
Whitt, Ward .
OPERATIONS RESEARCH, 2011, 59 (04) :835-846
[9]   Large-time asymptotics for the Gt/Mt/st + GIt many-server fluid queue with abandonment [J].
Liu, Yunan ;
Whitt, Ward .
QUEUEING SYSTEMS, 2011, 67 (02) :145-182
[10]   Strong approximations for Markovian service networks [J].
Mandelbaum, A ;
Massey, WA ;
Reiman, MI .
QUEUEING SYSTEMS, 1998, 30 (1-2) :149-201