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Multi-Server Queues with Time-Varying Arrival Rates

Multi-Server Queues with Time-Varying Arrival Rates
具有时变到达率的多服务器队列
批准号:
1066372
负责人:
Ward Whitt
金额:
$32.5万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2011
资助国家:
美国
项目状态:
已结题
起止时间:
2011-07-01 至 2014-06-30

项目摘要

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中文摘要
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英文摘要
The research objective of this project is to develop methods to describe and control the level of congestion (e.g., customer waiting times and queue lengths)in multi-server stochastic queueing models with time-varying arrival rates. The models will also include the important features of customer abandonment, non-exponential service and patience distributions, and network structure. The research will focus on models in which the system alternates between periods of overloading and underloading, as seen when the sta±ng levels cannot be adjusted flexibly in response to rapidly changing arrival rates. This research focuses on approximating deterministic time-varying fluid models, yielding approximations for the time-dependent mean values of queue lengths and waiting times as a function of the model parameters and the initial conditions. Then the research will consider refined Gaussian approximations for the full probability distributions. The approximations will be substantiated by simulation experiments and stochastic process limits.If successful, the results of this research will provide the basis for new methods and tools to design and manage large-scale service systems, such as healthcare systems and customer contact centers, for which there is a recognized need for new methods to improve capacity planning and operational control. The models are also relevant for many other applications, e.g., web server farms processing web-page requests, public housing authorities providing apartments to low-income tenants and financial back offices processing loan applications. Successful results can contribute to better ways to select capacity levels in design decisions and better ways to select staffing levels and to route and schedule customers in operational decisions. Nonstandard methods for treating time-varying arrivals are especially important when service times are relatively long, as in healthcare.
期刊论文(2)
专著(0)
科研奖励(0)
会议论文
Heavy-traffic limit for the initial content process
初始内容处理的大流量限制
DOI: 10.1214/15-ssy175
发表时间: 2017
期刊: Stochastic Systems
影响因子: --
作者: [Aras, A. Korhan, Liu, Yunan, Whitt, Ward]
通讯作者: Whitt, Ward
Stabilizing performance in a service system with time-varying arrivals and customer feedback
随着到达时间和客户反馈的变化,稳定服务系统的性能
DOI: 10.1016/j.ejor.2016.07.018
发表时间: 2017
期刊: European Journal of Operational Research
影响因子: 6.4
作者: [Liu, Yunan, Whitt, Ward]
通讯作者: Whitt, Ward
Data-Driven Queueing Models for Healthcare: Accounting for Stochastic Dependence and Time Dependence
  • 批准号:
    1634133
  • 项目类别:
    Standard Grant
  • 资助金额:
    $34.19万
  • 财政年份:
    2016
  • 负责人:
    Ward Whitt
  • 依托单位:
Fitting Time-Varying Queueing Models to Service System Data: Accounting for Dependence in the Arrival and Service Processes
  • 批准号:
    1265070
  • 项目类别:
    Standard Grant
  • 资助金额:
    $36.0万
  • 财政年份:
    2013
  • 负责人:
    Ward Whitt
  • 依托单位:
EAGER: Mathematical Models for Large-Scale Service Systems
  • 批准号:
    0948190
  • 项目类别:
    Standard Grant
  • 资助金额:
    $25.0万
  • 财政年份:
    2009
  • 负责人:
    Ward Whitt
  • 依托单位:
Stochastic Models of Customer Contact centers
  • 批准号:
    0457095
  • 项目类别:
    Standard Grant
  • 资助金额:
    $50.0万
  • 财政年份:
    2005
  • 负责人:
    Ward Whitt
  • 依托单位:
海外基金