Network synchronization: Spectral versus statistical properties

作者：Atay Fatihcan M^*; Biyikoglu Tuerker; Jost Juergen

来源：Physica D: Nonlinear Phenomena , 2006, 224(1-2): 35-41.

DOI：10.1016/j.physd.2006.09.018

• synchronization
• graph
• degree distribution
• Laplacian
• algebraic connectivity

We consider synchronization of weighted networks, possibly with asymmetrical connections. Focusing on causal relations rather than the observed correlations, we show that the synchronizability of networks cannot be directly inferred from their statistical properties. Small local changes in the network structure can sensitively affect the eigenvalues relevant for synchronization, while the gross statistical network properties remain essentially unchanged. Consequently, commonly used statistical properties, including the degree distribution, degree homogeneity, average degree, average distance, degree correlation and clustering coefficient, can fail to characterize the synchronizability of networks in terms of causal relations, despite the observed correlations.

• 出版日期2006-12