Synchronization and modularity in complex networks

Abstract. We investigate the connection between the dynamics of synchronization and the modularity on complex networks. Simulating the Kuramoto's model in complex networks we determine patterns of meta-stability and calculate the modularity of the partition these patterns provide. The results indicate that the more stable the patterns are, the larger tends to be the modularity of the partition defined by them. This correlation works pretty well in homogeneous networks (all nodes have similar connectivity) but fails when networks contain hubs, mainly because the modularity is never improved where isolated nodes appear, whereas in the synchronization process the characteristic of hubs is to have a large stability when forming its own community.

[1]  Monika Sharma,et al.  Chemical oscillations , 2006 .

[2]  M. A. Muñoz,et al.  Entangled networks, synchronization, and optimal network topology. , 2005, Physical review letters.

[3]  Chris Arney Sync: The Emerging Science of Spontaneous Order , 2007 .

[4]  E Oh,et al.  Modular synchronization in complex networks. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[5]  Deok-Sun Lee Synchronization transition in scale-free networks: clusters of synchrony. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[6]  M E J Newman,et al.  Modularity and community structure in networks. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[7]  Jurgen Kurths,et al.  Synchronization in complex networks , 2008, 0805.2976.

[8]  Alex Arenas,et al.  Synchronization reveals topological scales in complex networks. , 2006, Physical review letters.

[9]  M E J Newman,et al.  Finding and evaluating community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[10]  Yamir Moreno,et al.  Fitness for synchronization of network motifs , 2004, cond-mat/0404054.

[11]  R. Spigler,et al.  The Kuramoto model: A simple paradigm for synchronization phenomena , 2005 .

[12]  S. Strogatz Exploring complex networks , 2001, Nature.

[13]  Mark Newman,et al.  Detecting community structure in networks , 2004 .

[14]  Peter Saunders The geometry of biological time (2nd edn), by Arthur T. Winfree. Pp. 777. £46.50. 2001 ISBN 0 387 98992 7 (Springer). , 2002, The Mathematical Gazette.

[15]  Adilson E Motter,et al.  Heterogeneity in oscillator networks: are smaller worlds easier to synchronize? , 2003, Physical review letters.

[16]  Mauricio Barahona,et al.  Synchronization in small-world systems. , 2002, Physical review letters.

[17]  Alex Arenas,et al.  Paths to synchronization on complex networks. , 2006, Physical review letters.

[18]  Beom Jun Kim,et al.  Factors that predict better synchronizability on complex networks. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[19]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[20]  J. Doye,et al.  Identifying communities within energy landscapes. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[21]  M. Newman,et al.  Finding community structure in very large networks. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[22]  V. Latora,et al.  Complex networks: Structure and dynamics , 2006 .

[23]  A. Arenas,et al.  Community analysis in social networks , 2004 .

[24]  Mark E. J. Newman,et al.  The Structure and Function of Complex Networks , 2003, SIAM Rev..

[25]  J. Kurths,et al.  Network synchronization, diffusion, and the paradox of heterogeneity. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[26]  Yamir Moreno,et al.  Synchronization of Kuramoto oscillators in scale-free networks , 2004 .

[27]  R. Rosenfeld Nature , 2009, Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery.

[28]  A. Arenas,et al.  Community detection in complex networks using extremal optimization. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[29]  Stefan Bornholdt,et al.  Detecting fuzzy community structures in complex networks with a Potts model. , 2004, Physical review letters.

[30]  M E J Newman,et al.  Fast algorithm for detecting community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[31]  Leon Danon,et al.  Comparing community structure identification , 2005, cond-mat/0505245.

[32]  Albert-László Barabási,et al.  Hierarchical organization in complex networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[33]  Jürgen Jost,et al.  Synchronization of networks with prescribed degree distributions , 2006, IEEE Transactions on Circuits and Systems I: Regular Papers.

[34]  S. Boccaletti,et al.  Synchronization is enhanced in weighted complex networks. , 2005, Physical review letters.

[35]  R. Guimerà,et al.  Functional cartography of complex metabolic networks , 2005, Nature.

[36]  A. Winfree The geometry of biological time , 1991 .

[37]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[38]  Yoshiki Kuramoto,et al.  Chemical Oscillations, Waves, and Turbulence , 1984, Springer Series in Synergetics.