4.2 Article

Spatial fluid limits for stochastic mobile networks

期刊

PERFORMANCE EVALUATION
卷 109, 期 -, 页码 52-76

出版社

ELSEVIER
DOI: 10.1016/j.peva.2016.12.005

关键词

Stochastic networks; Mobility models; Fluid limits; Reaction-diffusion

资金

  1. EU project QUANTICOL [600708]

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We consider Markov models of large-scale networks where nodes are characterized by their local behavior and by a mobility model over a two-dimensional lattice. By assuming random walk, we prove convergence to a system of partial differential equations (PDEs) whose size depends neither on the lattice size nor on the population of nodes. This provides a macroscopic view of the model which approximates discrete stochastic movements with continuous deterministic diffusions. This result may be used in practice to justify a space coarsening induced by the numerical PDE solver. We illustrate this by modeling a network of mobile nodes with on/off behavior performing file transfers with connectivity to 802.11 access points, empirically validated against discrete-event simulation. We show high quality of the PDE approximation in the case of moderate lattice granularity and population sizes. (C) 2017 Elsevier B.V. All rights reserved.

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