Optimal traffic networks
- 1 July 2006
- journal article
- letter
- Published by IOP Publishing in Journal of Statistical Mechanics: Theory and Experiment
- Vol. 2006 (07) , L07002
- https://doi.org/10.1088/1742-5468/2006/07/l07002
Abstract
Inspired by studies on the airports' network and the physical Internet, we propose a general model of weighted networks via an optimization principle. The topology of the optimal network turns out to be a spanning tree that minimizes a combination of topological and metric quantities. It is characterized by strongly heterogeneous traffic, non-trivial correlations between distance and traffic and a broadly distributed centrality. A clear spatial hierarchical organization, with local hubs distributing traffic in smaller regions, emerges as a result of the optimization. Varying the parameters of the cost function, different classes of trees are recovered, including in particular the minimum spanning tree and the shortest path tree. These results suggest that a variational approach represents an alternative and possibly very meaningful path to the study of the structure of complex weighted networks.Keywords
All Related Versions
This publication has 22 references indexed in Scilit:
- The worldwide air transportation network: Anomalous centrality, community structure, and cities' global rolesProceedings of the National Academy of Sciences, 2005
- The effects of spatial constraints on the evolution of weighted complex networksJournal of Statistical Mechanics: Theory and Experiment, 2005
- The architecture of complex weighted networksProceedings of the National Academy of Sciences, 2004
- Universal scaling relations in food websNature, 2003
- Classification of scale-free networksProceedings of the National Academy of Sciences, 2002
- Size and form in efficient transportation networksNature, 1999
- Graphs, Networks and AlgorithmsPublished by Springer Nature ,1999
- A General Model for the Origin of Allometric Scaling Laws in BiologyScience, 1997
- Universality Classes of Optimal Channel NetworksScience, 1996
- Ueber die Auflösung der Gleichungen, auf welche man bei der Untersuchung der linearen Vertheilung galvanischer Ströme geführt wirdAnnalen der Physik, 1847