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LAW OF LARGE NUMBERS LIMITS FOR MANY-SERVER QUEUES
by
Kaspi, Haya
, Ramanan, Kavita
in
35D99
/ 60F17
/ 60H99
/ 60K25
/ 90B22
/ Approximation
/ call centers
/ Density
/ Differential equations
/ fluid limits
/ GI∕G∕N queue
/ Integral equations
/ Law of large numbers
/ Lebesgue measures
/ Martingales
/ mean-field limits
/ measure-valued processes
/ Multi-server queues
/ Network servers
/ Perceptron convergence procedure
/ Probability distribution
/ Queuing theory
/ Radon
/ Servers
/ strong law of large numbers
/ Uniqueness
2011
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LAW OF LARGE NUMBERS LIMITS FOR MANY-SERVER QUEUES
by
Kaspi, Haya
, Ramanan, Kavita
in
35D99
/ 60F17
/ 60H99
/ 60K25
/ 90B22
/ Approximation
/ call centers
/ Density
/ Differential equations
/ fluid limits
/ GI∕G∕N queue
/ Integral equations
/ Law of large numbers
/ Lebesgue measures
/ Martingales
/ mean-field limits
/ measure-valued processes
/ Multi-server queues
/ Network servers
/ Perceptron convergence procedure
/ Probability distribution
/ Queuing theory
/ Radon
/ Servers
/ strong law of large numbers
/ Uniqueness
2011
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Do you wish to request the book?
LAW OF LARGE NUMBERS LIMITS FOR MANY-SERVER QUEUES
by
Kaspi, Haya
, Ramanan, Kavita
in
35D99
/ 60F17
/ 60H99
/ 60K25
/ 90B22
/ Approximation
/ call centers
/ Density
/ Differential equations
/ fluid limits
/ GI∕G∕N queue
/ Integral equations
/ Law of large numbers
/ Lebesgue measures
/ Martingales
/ mean-field limits
/ measure-valued processes
/ Multi-server queues
/ Network servers
/ Perceptron convergence procedure
/ Probability distribution
/ Queuing theory
/ Radon
/ Servers
/ strong law of large numbers
/ Uniqueness
2011
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Journal Article
LAW OF LARGE NUMBERS LIMITS FOR MANY-SERVER QUEUES
2011
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Overview
This work considers a many-server queueing system in which customers with independent and identically distributed service times, chosen from a general distribution, enter service in the order of arrival. The dynamics of the system are represented in terms of a process that describes the total number of customers in the system, as well as a measure-valued process that keeps track of the ages of customers in service. Under mild assumptions on the service time distribution, as the number of servers goes to infinity, a law of large numbers (or fluid) limit is established for this pair of processes. The limit is characterized as the unique solution to a coupled pair of integral equations which admits a fairly explicit representation. As a corollary, the fluid limits of several other functionals of interest, such as the waiting time, are also obtained. Furthermore, when the arrival process is time-homogeneous, the measure-valued component of the fluid limit is shown to converge to its equilibrium. Along the way, some results of independent interest are obtained, including a continuous mapping result and a maximality property of the fluid limit. A motivation for studying these systems is that they arise as models of computer data systems and call centers.
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