The Gt/GI/st+GI many-server fluid queue

被引:57
作者
Liu, Yunan [2 ]
Whitt, Ward [1 ]
机构
[1] Columbia Univ, Dept Ind Engn & Operat Res, New York, NY 10029 USA
[2] N Carolina State Univ, Dept Ind Engn, Raleigh, NC 27695 USA
基金
美国国家科学基金会;
关键词
Queues with time-varying arrivals; Nonstationary queues; Transient behavior; Many-server queues; Deterministic fluid model; Customer abandonment; Non-Markovian queues; TIME-VARYING DEMAND; CALL-CENTER; LIMITS; CUSTOMERS; SYSTEMS; MODELS;
D O I
10.1007/s11134-012-9291-0
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper introduces a deterministic fluid model that approximates the many-server G (t) /GI/s (t) +GI queueing model, and determines the time-dependent performance functions. The fluid model has time-varying arrival rate and service capacity, abandonment from queue, and non-exponential service and patience distributions. Two key assumptions are that: (i) the system alternates between overloaded and underloaded intervals, and (ii) the functions specifying the fluid model are suitably smooth. An algorithm is developed to calculate all performance functions. It involves the iterative solution of a fixed-point equation for the time-varying rate that fluid enters service and the solution of an ordinary differential equation for the time-varying head-of-line waiting time, during each overloaded interval. Simulations are conducted to confirm that the algorithm and the approximation are effective.
引用
收藏
页码:405 / 444
页数:40
相关论文
共 38 条
[1]  
Abate J., 1995, ORSA Journal on Computing, V7, P36, DOI 10.1287/ijoc.7.1.36
[2]  
Abate J., 1992, Queueing Systems Theory and Applications, V10, P5, DOI 10.1007/BF01158520
[3]  
Aksin ZN, 2007, PROD OPER MANAG, V16, P665, DOI 10.1111/j.1937-5956.2007.tb00288.x
[4]  
[Anonymous], 2009, ORDINARY DIFFERENTIA
[5]  
[Anonymous], 1999, P ANN ALL C COMM CON
[6]  
[Anonymous], 2003, Applied probability and queues
[7]  
[Anonymous], 1999, CONVERGE PROBAB MEAS
[8]   On the Accuracy of Fluid Models for Capacity Sizing in Queueing Systems with Impatient Customers [J].
Bassamboo, Achal ;
Randhawa, Ramandeep S. .
OPERATIONS RESEARCH, 2010, 58 (05) :1398-1413
[9]  
Billingsley Patrick, 1999, Convergence of probability measures, V2nd
[10]   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