Index Policies for the Admission Control and Routing of Impatient Customers to Heterogeneous Service Stations

被引:28
作者
Glazebrook, K. D. [1 ,2 ]
Kirkbride, C. [2 ]
Ouenniche, J. [3 ]
机构
[1] Univ Lancaster, Dept Math & Stat, Lancaster LA1 4YX, England
[2] Univ Lancaster, Dept Management Sci, Lancaster LA1 4YX, England
[3] Univ Edinburgh, Sch Business, Edinburgh EH8 9JY, Midlothian, Scotland
基金
英国工程与自然科学研究理事会;
关键词
DYNAMIC ALLOCATION INDEXES; RESTLESS BANDITS; POLYHEDRAL APPROACH; CONSERVATION-LAWS; QUEUES; SYSTEMS; SERVERS; LIMITS;
D O I
10.1287/opre.1080.0632
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We propose a general Markovian model for the optimal control of admissions and subsequent routing of customers for service provided by a collection of heterogeneous stations. Queue-length information is available to inform all decisions. Admitted customers will abandon the system if required to wait too long for service. The optimisation goal is the maximisation of reward rate earned from service completions, net of the penalties paid whenever admission is denied, and the costs incurred upon every customer loss through impatience. We show that the system is indexable under mild conditions on model parameters and give an explicit construction of an index policy for admission control and routing founded on a proposal of Whittle for restless bandits. We are able to gain insights regarding the strength of performance of the index policy from the nature of solutions to the Lagrangian relaxation used to develop the indices. These insights are strengthened by the development of performance bounds. Although we are able to assert the optimality of the index heuristic in a range of asymptotic regimes, the performance bounds are also able to identify instances where its performance is relatively weak. Numerical studies are used to illustrate and support the theoretical analyses.
引用
收藏
页码:975 / 989
页数:15
相关论文
共 36 条
[1]  
[Anonymous], 1994, Stochastic models: an algorithmic approach
[2]   Whittle's index policy for a multi-class queueing system with convex holding costs [J].
P. S. Ansell ;
K. D. Glazebrook ;
J. Niño-Mora ;
M. O'Keeffe .
Mathematical Methods of Operations Research, 2003, 57 (1) :21-39
[3]   Generalised 'join the shortest queue' policies for the dynamic routing of jobs to multi-class queues [J].
Ansell, PS ;
Glazebrook, KD ;
Kirkbride, C .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2003, 54 (04) :379-389
[4]   Dynamic routing in large-scale service systems with heterogeneous servers [J].
Armony, M .
QUEUEING SYSTEMS, 2005, 51 (3-4) :287-329
[5]   Dynamic routing and admission control in high-volume service systems: Asymptotic analysis via multi-scale fluid limits [J].
Bassamboo, A ;
Harrison, JM ;
Zeevi, A .
QUEUEING SYSTEMS, 2005, 51 (3-4) :249-285
[6]   Conservation laws, extended polymatroids and multiarmed bandit problems; A polyhedral approach to indexable systems [J].
Bertsimas, D ;
Nino-Mora, J .
MATHEMATICS OF OPERATIONS RESEARCH, 1996, 21 (02) :257-306
[7]  
Doytchinov B, 2001, ANN APPL PROBAB, V11, P332
[8]  
Garnett O., 2002, Manufacturing & Service Operations Management, V4, P208, DOI 10.1287/msom.4.3.208.7753
[9]  
GAVER DP, 2000, SERVICING IMPATIENT
[10]  
GITTINS JC, 1979, J ROY STAT SOC B MET, V41, P148