DocumentCode
1672383
Title
Toward Understanding of Metastability in Cellular Networks: Emergence and Implications for Performance
Author
Genin, Daniel ; Marbukh, Vladimir
Author_Institution
NIST, Gaithersburg, MD
fYear
2008
Firstpage
1
Lastpage
6
Abstract
We investigate the metastable behavior in a model of a cellular network with multiple service classes. While the Markov model provides an accurate "microscopic" model of the network behavior, the dimension of this model grows exponentially with the number of cells precluding solution of the corresponding Kolmogorov equations. Dimension of the mean-field approximation model grows only linearly with the number of cells making this approximation computationally tractable. Through numerical analysis we show that the equilibrium manifold of the mean-field model develops "folds" under increasing network load which give rise to multiple stable equilibria. These multiple equilibria can be interpreted as describing network\´s metastable states. By comparing simulation data with numerical computations we show that mean-field approximation can be used to predict equilibrium states of a realistic network. We construct a sample phase diagram showing distribution of metastable regions in the user load plane, derive a formula for the likelihood of successful service completion for metastable states and discuss performance characteristics of the network.
Keywords
Markov processes; cellular radio; numerical analysis; Kolmogorov equations; Markov model; cellular networks metastability; mean-field approximation model; microscopic model; multiple service classes; multiple stable equilibria; numerical analysis; Land mobile radio cellular systems; Markov processes; Metastasis; Microscopy; NIST; Performance analysis; Predictive models; Quality of service; Space stations; Steady-state;
fLanguage
English
Publisher
ieee
Conference_Titel
Global Telecommunications Conference, 2008. IEEE GLOBECOM 2008. IEEE
Conference_Location
New Orleans, LO
ISSN
1930-529X
Print_ISBN
978-1-4244-2324-8
Type
conf
DOI
10.1109/GLOCOM.2008.ECP.255
Filename
4698030
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