Anomalous electrical and frictionless flow conductance in complex networks
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 , 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 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 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 of the network, characterizes transport on both scale-free and Erdős–Rényi networks. We determine that c tends to 1 for increasing , 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 AS (autonomous system) level of the Internet and confirm that our results are valid in this real-world example.
| Year of publication: |
2006-12
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|---|---|
| Authors: | López, Eduardo ; Carmi, Shai ; Havlin, Shlomo ; Buldyrev, Sergey ; Stanley, Eugene |
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| Type of publication: | Article |
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| Language: | English |
| Notes: | López, Eduardo, Carmi, Shai, Havlin, Shlomo, Buldyrev, Sergey and Stanley, Eugene (2006) Anomalous electrical and frictionless flow conductance in complex networks. Physica D: Nonlinear Phenomena, 224 (1-2). pp. 69-76. |
| Other identifiers: | 10.1016/j.physd.2006.09.031 [DOI] |
| Source: | BASE |
Persistent link: https://www.econbiz.de/10011424192
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