Control of systems with flexible multi-server pools: a shadow routing approach

A general model with multiple input flows (classes) and several flexible multi-server pools is considered. We propose a robust, generic scheme for routing new arrivals, which optimally balances server pools’ loads, without the knowledge of the flow input rates and without solving any optimization pr...

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Published inQueueing systems Vol. 66; no. 1; pp. 1 - 51
Main Authors Stolyar, Alexander L., Tezcan, Tolga
Format Journal Article
LanguageEnglish
Published Boston Springer US 01.09.2010
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN0257-0130
1572-9443
DOI10.1007/s11134-010-9183-0

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Abstract A general model with multiple input flows (classes) and several flexible multi-server pools is considered. We propose a robust, generic scheme for routing new arrivals, which optimally balances server pools’ loads, without the knowledge of the flow input rates and without solving any optimization problem. The scheme is based on Shadow routing in a virtual queueing system. We study the behavior of our scheme in the Halfin–Whitt (or, QED) asymptotic regime, when server pool sizes and the input rates are scaled up simultaneously by a factor r growing to infinity, while keeping the system load within of its capacity. The main results are as follows. (i) We show that, in general, a system in a stationary regime has at least average queue lengths, even if the so called null-controllability (Atar et al., Ann. Appl. Probab. 16, 1764–1804, 2006 ) on a finite time interval is possible; strategies achieving this growth rate we call order-optimal . (ii) We show that some natural algorithms, such as MaxWeight , that guarantee stability, are not order-optimal. (iii) Under the complete resource pooling condition, we prove the diffusion limit of the arrival processes into server pools, under the Shadow routing. (We conjecture that result (iii) leads to order-optimality of the Shadow routing algorithm; a formal proof of this fact is an important subject of future work.) Simulation results demonstrate good performance and robustness of our scheme.
AbstractList A general model with multiple input flows (classes) and several flexible multi-server pools is considered. We propose a robust, generic scheme for routing new arrivals, which optimally balances server pools' loads, without the knowledge of the flow input rates and without solving any optimization problem. The scheme is based on Shadow routing in a virtual queueing system. We study the behavior of our scheme in the Halfin-Whitt (or, QED) asymptotic regime, when server pool sizes and the input rates are scaled up simultaneously by a factor r growing to infinity, while keeping the system load within O([SQRT r]) of its capacity. The main results are as follows. (i) We show that, in general, a system in a stationary regime has at least O([SQRT r]) average queue lengths, even if the so called null-controllability (Atar et al., Ann. Appl. Probab. 16, 1764-1804, 2006) on a finite time interval is possible; strategies achieving this O([SQRT r]) growth rate we call order-optimal. (ii) We show that some natural algorithms, such as MaxWeight, that guarantee stability, are not order-optimal. (iii) Under the complete resource pooling condition, we prove the diffusion limit of the arrival processes into server pools, under the Shadow routing. (We conjecture that result (iii) leads to order-optimality of the Shadow routing algorithm; a formal proof of this fact is an important subject of future work.) Simulation results demonstrate good performance and robustness of our scheme.[PUBLICATION ABSTRACT]
A general model with multiple input flows (classes) and several flexible multi-server pools is considered. We propose a robust, generic scheme for routing new arrivals, which optimally balances server pools’ loads, without the knowledge of the flow input rates and without solving any optimization problem. The scheme is based on Shadow routing in a virtual queueing system. We study the behavior of our scheme in the Halfin–Whitt (or, QED) asymptotic regime, when server pool sizes and the input rates are scaled up simultaneously by a factor r growing to infinity, while keeping the system load within of its capacity. The main results are as follows. (i) We show that, in general, a system in a stationary regime has at least average queue lengths, even if the so called null-controllability (Atar et al., Ann. Appl. Probab. 16, 1764–1804, 2006 ) on a finite time interval is possible; strategies achieving this growth rate we call order-optimal . (ii) We show that some natural algorithms, such as MaxWeight , that guarantee stability, are not order-optimal. (iii) Under the complete resource pooling condition, we prove the diffusion limit of the arrival processes into server pools, under the Shadow routing. (We conjecture that result (iii) leads to order-optimality of the Shadow routing algorithm; a formal proof of this fact is an important subject of future work.) Simulation results demonstrate good performance and robustness of our scheme.
Author Stolyar, Alexander L.
Tezcan, Tolga
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Issue 1
Keywords Large flexible server pools
Halfin–Whitt regime
Many server asymptotics
90B15
Routing and scheduling
60J70
Queueing networks
Shadow routing
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Order-optimality
Diffusion limit
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Snippet A general model with multiple input flows (classes) and several flexible multi-server pools is considered. We propose a robust, generic scheme for routing new...
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SubjectTerms Business and Management
Call centers
Computer Communication Networks
Control
Control algorithms
Customer services
Literature reviews
Load
Operations Research/Decision Theory
Optimization
Probability Theory and Stochastic Processes
Scheduling
Servers
Supply Chain Management
Systems stability
Systems Theory
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Title Control of systems with flexible multi-server pools: a shadow routing approach
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