Optimal Open-Loop Routing and Threshold-Based Allocation in TWO Parallel QUEUEING Systems with Heterogeneous Servers

被引:1
作者
Efrosinin, Dmitry [1 ,2 ]
Stepanova, Natalia [3 ]
机构
[1] Johannes Kepler Univ Linz, Inst Stochast, A-4040 Linz, Austria
[2] RUDN Univ, Peoples Friendship Univ Russia, Fac Math & Nat Sci, Dept Informat Technol, Moscow 117198, Russia
[3] RAS, VA Trapeznikov Inst Control Sci, Lab 17, Moscow 117997, Russia
关键词
parallel queues; open-loop policy; Markov decision process; threshold policy; matrix-analytic approach; difference equations; QUEUES;
D O I
10.3390/math9212766
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, we study the problem of optimal routing for the pair of two-server heterogeneous queues operating in parallel and subsequent optimal allocation of customers between the servers in each queue. Heterogeneity implies different servers in terms of speed of service. An open-loop control assumes the static resource allocation when a router has no information about the state of the system. We discuss here the algorithm to calculate the optimal routing policy based on specially constructed Markov-modulated Poisson processes. As an alternative static policy, we consider an optimal Bernoulli splitting which prescribes the optimal allocation probabilities. Then, we show that the optimal allocation policy between the servers within each queue is of threshold type with threshold levels depending on the queue length and phase of an arrival process. This dependence can be neglected by using a heuristic threshold policy. A number of illustrative examples show interesting properties of the systems operating under the introduced policies and their performance characteristics.
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页数:18
相关论文
共 21 条
[1]  
Boel RK, 1997, LECT NOTES PURE APPL, V183, P117
[2]   Maximizing throughput in finite-source parallel queue systems [J].
Delasay, Mohammad ;
Kolfal, Bora ;
Ingolfsson, Armann .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 217 (03) :554-559
[3]  
Efrosinin D., 2008, CONTROLLED QUEUEING
[4]   Estimation of the Optimal Threshold Policy in a Queue with Heterogeneous Servers Using a Heuristic Solution and Artificial Neural Networks [J].
Efrosinin, Dmitry ;
Stepanova, Natalia .
MATHEMATICS, 2021, 9 (11)
[5]   Heuristic Solution for the Optimal Thresholds in a Controllable Multi-server Heterogeneous Queueing System Without Preemption [J].
Efrosinin, Dmitry ;
Rykov, Vladimir .
DISTRIBUTED COMPUTER AND COMMUNICATION NETWORKS, 2016, 601 :238-252
[6]   Optimal routing in two parallel queues with exponential service times [J].
Gaujal, B ;
Hyon, E ;
Jean-Marie, A .
DISCRETE EVENT DYNAMIC SYSTEMS-THEORY AND APPLICATIONS, 2006, 16 (01) :71-107
[7]  
Hordijk A., 1992, Probab. Eng. Inform. Sc, V6, P495, DOI DOI 10.1017/S0269964800002692
[8]  
Howard R. A., 1960, Dynamic programming and Markov processes
[9]  
Hyytia E., 2017, SHORTEST QUEUE ROUTI
[10]   Optimal server scheduling in nonpreemptive finite-population queueing systems [J].
Iravani, Seyed M. R. ;
Krishnamurthy, Vijayalakshmi ;
Chao, Gary H. .
QUEUEING SYSTEMS, 2007, 55 (02) :95-105