Staffing to Stabilize the Tail Probability of Delay in Service Systems with Time-Varying Demand

被引:21
|
作者
Liu, Yunan [1 ]
机构
[1] North Carolina State Univ, Dept Ind & Syst Engn, Raleigh, NC 27695 USA
基金
美国国家科学基金会;
关键词
staffing algorithms; service systems; capacity planning; many-server queues; efficiency-driven; time-varying arrivals; queues with abandonment; nonstationary queues; nonexponential distributions; CALL CENTER; LOSS MODELS; QUEUES; PERFORMANCE; CUSTOMERS; ARRIVALS; LIMIT;
D O I
10.1287/opre.2017.1678
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Analytic formulas are developed to set the time-dependent number of servers to stabilize the tail probability of customer waiting times for the G(t)/GI/s(t) + GI queueing model, which has a nonstationary non-Poisson arrival process (the G(t)), nonexponential service times (the first GI), and allows customer abandonment according to a nonexponential patience distribution (the + GI). Specifically, for any delay target w > 0 and probability target alpha is an element of(0, 1), we determine appropriate staffing levels (the s(t)) so that the time-varying probability that the waiting time exceeds a maximum acceptable value w is stabilized at ff at all times. In addition, effective approximating formulas are provided for other important performance functions such as the probabilities of delay and abandonment, and the means of delay and queue length. Many-server heavy-traffic limit theorems in the efficiency-driven regime are developed to show that (i) the proposed staffing function achieves the goal asymptotically as the scale increases, and (ii) the proposed approximating formulas for other performance measures are asymptotically accurate as the scale increases. Extensive simulations show that both the staffing functions and the performance approximations are effective, even for smaller systems having an average of three servers.
引用
收藏
页码:514 / 534
页数:21
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