Optimal Open-Loop Routing and Threshold-Based Allocation in TWO Parallel QUEUEING Systems with Heterogeneous Servers
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 as...
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oai:doaj.org-article:aa1ec983460b441f87ea29df02b703dd2021-11-11T18:18:32ZOptimal Open-Loop Routing and Threshold-Based Allocation in TWO Parallel QUEUEING Systems with Heterogeneous Servers10.3390/math92127662227-7390https://doaj.org/article/aa1ec983460b441f87ea29df02b703dd2021-10-01T00:00:00Zhttps://www.mdpi.com/2227-7390/9/21/2766https://doaj.org/toc/2227-7390In 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.Dmitry EfrosininNatalia StepanovaMDPI AGarticleparallel queuesopen-loop policyMarkov decision processthreshold policymatrix-analytic approachdifference equationsMathematicsQA1-939ENMathematics, Vol 9, Iss 2766, p 2766 (2021) |
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parallel queues open-loop policy Markov decision process threshold policy matrix-analytic approach difference equations Mathematics QA1-939 |
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parallel queues open-loop policy Markov decision process threshold policy matrix-analytic approach difference equations Mathematics QA1-939 Dmitry Efrosinin Natalia Stepanova Optimal Open-Loop Routing and Threshold-Based Allocation in TWO Parallel QUEUEING Systems with Heterogeneous Servers |
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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. |
format |
article |
author |
Dmitry Efrosinin Natalia Stepanova |
author_facet |
Dmitry Efrosinin Natalia Stepanova |
author_sort |
Dmitry Efrosinin |
title |
Optimal Open-Loop Routing and Threshold-Based Allocation in TWO Parallel QUEUEING Systems with Heterogeneous Servers |
title_short |
Optimal Open-Loop Routing and Threshold-Based Allocation in TWO Parallel QUEUEING Systems with Heterogeneous Servers |
title_full |
Optimal Open-Loop Routing and Threshold-Based Allocation in TWO Parallel QUEUEING Systems with Heterogeneous Servers |
title_fullStr |
Optimal Open-Loop Routing and Threshold-Based Allocation in TWO Parallel QUEUEING Systems with Heterogeneous Servers |
title_full_unstemmed |
Optimal Open-Loop Routing and Threshold-Based Allocation in TWO Parallel QUEUEING Systems with Heterogeneous Servers |
title_sort |
optimal open-loop routing and threshold-based allocation in two parallel queueing systems with heterogeneous servers |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/aa1ec983460b441f87ea29df02b703dd |
work_keys_str_mv |
AT dmitryefrosinin optimalopenlooproutingandthresholdbasedallocationintwoparallelqueueingsystemswithheterogeneousservers AT nataliastepanova optimalopenlooproutingandthresholdbasedallocationintwoparallelqueueingsystemswithheterogeneousservers |
_version_ |
1718431903857508352 |