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Connectivity of Large Scale Networks: Emergence of Unique Unbounded Component

Information Theory 2012-10-08 v2 Networking and Internet Architecture math.IT

Abstract

This paper studies networks where all nodes are distributed on a unit square A[(1/2,1/2)2A\triangleq[(-1/2,1/2)^{2} following a Poisson distribution with known density ρ\rho and a pair of nodes separated by an Euclidean distance xx are directly connected with probability g(xrρ)g(\frac{x}{r_{\rho}}), independent of the event that any other pair of nodes are directly connected. Here g:[0,)[0,1]g:[0,\infty)\rightarrow[0,1] satisfies the conditions of rotational invariance, non-increasing monotonicity, integral boundedness and g(x)=o(1x2log2x)g(x)=o(\frac{1}{x^{2}\log^{2}x}); further, rρ=logρ+bCρr_{\rho}=\sqrt{\frac{\log\rho+b}{C\rho}} where C=2g(x)dxC=\int_{\Re^{2}}g(\Vert \boldsymbol{x}\Vert)d\boldsymbol{x} and bb is a constant. Denote the above network by\textmd{}G(Xρ,grρ,A)\mathcal{G}(\mathcal{X}_{\rho},g_{r_{\rho}},A). We show that as ρ\rho\rightarrow\infty, asymptotically almost surely a) there is no component in G(Xρ,grρ,A)\mathcal{G}(\mathcal{X}_{\rho},g_{r_{\rho}},A) of fixed and finite order k>1k>1; b) the number of components with an unbounded order is one. Therefore as ρ\rho\rightarrow\infty, the network asymptotically almost surely contains a unique unbounded component and isolated nodes only; a sufficient condition for G(Xρ,grρ,A)\mathcal{G}(\mathcal{X}_{\rho},g_{r_{\rho}},A) to be asymptotically almost surely connected is that there is no isolated node in the network.{\normalsize{}}The contribution of these results, together with results in a companion paper on the asymptotic distribution of isolated nodes in \textmd{\normalsize G(Xρ,grρ,A)\mathcal{G}(\mathcal{X}_{\rho},g_{r_{\rho}},A)}, is to expand recent results obtained for connectivity of random geometric graphs from the unit disk model to the more generic and more practical random connection model.

Keywords

Cite

@article{arxiv.1103.1991,
  title  = {Connectivity of Large Scale Networks: Emergence of Unique Unbounded Component},
  author = {Guoqiang Mao and Brian DO Anderson},
  journal= {arXiv preprint arXiv:1103.1991},
  year   = {2012}
}

Comments

This paper has been withdrawn because of a latter version was accepted into IEEE Transaction on Information Theory