English

Stability of shortest paths in complex networks with random edge weights

Statistical Mechanics 2009-11-07 v1 Soft Condensed Matter

Abstract

We study shortest paths and spanning trees of complex networks with random edge weights. Edges which do not belong to the spanning tree are inactive in a transport process within the network. The introduction of quenched disorder modifies the spanning tree such that some edges are activated and the network diameter is increased. With analytic random-walk mappings and numerical analysis, we find that the spanning tree is unstable to the introduction of disorder and displays a phase-transition-like behavior at zero disorder strength ϵ=0\epsilon=0. In the infinite network-size limit (NN\to \infty), we obtain a continuous transition with the density of activated edges Φ\Phi growing like Φϵ1\Phi \sim \epsilon^1 and with the diameter-expansion coefficient Υ\Upsilon growing like Υϵ2\Upsilon\sim \epsilon^2 in the regular network, and first-order transitions with discontinuous jumps in Φ\Phi and Υ\Upsilon at ϵ=0\epsilon=0 for the small-world (SW) network and the Barab\'asi-Albert scale-free (SF) network. The asymptotic scaling behavior sets in when NNcN\gg N_c, where the crossover size scales as Ncϵ2N_c\sim \epsilon^{-2} for the regular network, Ncexp[αϵ2]N_c \sim \exp[\alpha \epsilon^{-2}] for the SW network, and Ncexp[αlnϵϵ2]N_c \sim \exp[\alpha |\ln \epsilon| \epsilon^{-2}] for the SF network. In a transient regime with NNcN\ll N_c, there is an infinite-order transition with ΦΥexp[α/(ϵ2lnN)]\Phi\sim \Upsilon \sim \exp[-\alpha / (\epsilon^2 \ln N)] for the SW network and exp[α/(ϵ2lnN/lnlnN)]\sim \exp[ -\alpha / (\epsilon^2 \ln N/\ln\ln N)] for the SF network. It shows that the transport pattern is practically most stable in the SF network.

Keywords

Cite

@article{arxiv.cond-mat/0208428,
  title  = {Stability of shortest paths in complex networks with random edge weights},
  author = {Jae Dong Noh and Heiko Rieger},
  journal= {arXiv preprint arXiv:cond-mat/0208428},
  year   = {2009}
}

Comments

9 pages, 7 figure