Fluid Limits and Diffusion Approximations for Integrated Traffic Models
نویسندگان
چکیده
In this paper we consider a stochastic model describing the varying number of flows in a network. This model features flows of two types, namely file transfers (with fixed volume) and streaming traffic (with fixed duration), and extends the model of Key, Massoulié, Bain and Kelly [23] by allowing more general bandwidth allocation criteria. We analyse the dynamics of the system under a fluid scaling, and show Lyapunov stability of the fluid limits under a natural stability condition. We provide natural interpretations of the fixed points of these fluid limits. We then compare the fluid dynamics of file transfers under (i) balanced multipath routing and (ii) parallel, uncoordinated routing. We show that for identical traffic demands, parallel uncoordinated routing can be unstable while balanced multipath routing is stable. Finally, we identify multi-dimensional Ornstein-Uhlenbeck processes as second-order approximations to the first-order fluid limit dynamics.
منابع مشابه
Diffusion Models for Computer / Communication Systems *
Diffusion approximations for queues contain two conceptually different kinds of approximations, i.e., diffusion limits justified by heavy traffic limit theorems for unstable queues and diffusion models as continuous approximations for stable queues. The purpose of this paper is to provide i some basic concepts and issues in diffusion modeling, andiia bibliographical guide to diffusion models fo...
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Diffusion approximations for queues contain two conceptually different kinds of approximations, i.e., diffusion limits justified by heavy traffic limit theorems for unstable queues and diffusion models as continuous approximations for stable queues. The purpose of this paper is to provide i some basic concepts and issues in diffusion modeling, andiia bibliographical guide to diffusion models fo...
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In this paper we consider a stochastic model describing the varying number of flows in a network. This model features flows of two types, namely file transfers (with fixed volume) and streaming traffic (with fixed duration), and extends the model of Key, Massoulié, Bain and Kelly [27] by allowing more general bandwidth allocation criteria. We analyse the dynamics of the system under a fluid sca...
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