Anomalous electrical and frictionless flow conductance in complex networks

نویسندگان

  • Eduardo López
  • Shai Carmi
  • Shlomo Havlin
  • Sergey V. Buldyrev
چکیده

We study transport properties such as electrical and frictionless flow conductance on scale-free and Erdős-Rényi networks. We consider the conductance G between two arbitrarily chosen nodes where each link has the same unit resistance. Our theoretical analysis for scale-free networks predicts a broad range of values of G, with a power-law tail distribution ΦSF(G) ∼ G −gG , where gG = 2λ − 1, where λ is the decay exponent for the scale-free network degree distribution. We confirm our predictions by simulations of scale-free networks solving the Kirchhoff equations for the conductance between a pair of nodes. The power-law tail in ΦSF(G) leads to large values of G, thereby significantly improving the transport in scale-free networks, compared to Erdős-Rényi networks where the tail of the conductivity Preprint submitted to Elsevier 5 February 2008 distribution decays exponentially. Based on a simple physical “transport backbone” picture we suggest that the conductances of scale-free and Erdős-Rényi networks can be approximated by ckAkB/(kA + kB) for any pair of nodes A and B with degrees kA and kB . Thus, a single quantity c, which depends on the average degree k of the network, characterizes transport on both scale-free and Erdős-Rényi networks. We determine that c tends to 1 for increasing k, and it is larger for scale-free networks. We compare the electrical results with a model for frictionless transport, where conductance is defined as the number of link-independent paths between A and B, and find that a similar picture holds. The effects of distance on the value of conductance are considered for both models, and some differences emerge. Finally, we use a recent data set for the router level of the Internet and confirm that our results are valid in this real-world example.

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تاریخ انتشار 2006