Title :
Moment-based analysis of synchronization in small-world networks of oscillators
Author :
Preciado, Victor M. ; Jadbabaie, Ali
Author_Institution :
Dept. of Electr. & Syst. Eng., Univ. of Pennsylvania, Philadelphia, PA, USA
Abstract :
In this paper, we investigate synchronization in a small-world network of coupled nonlinear oscillators. This network is constructed by introducing random shortcuts in a nearest-neighbors ring. The local stability of the synchronous state is closely related with the support of the eigenvalue distribution of the Laplacian matrix of the network. We introduce, for the first time, analytical expressions for the first three moments of the eigenvalue distribution of the Laplacian matrix as a function of the probability of shortcuts and the connectivity of the underlying nearest-neighbor coupled ring. We apply these expressions to estimate the spectral support of the Laplacian matrix in order to predict synchronization in small-world networks. We verify the efficiency of our predictions with numerical simulations.
Keywords :
Laplace equations; complex networks; eigenvalues and eigenfunctions; matrix algebra; network theory (graphs); oscillators; probability; Laplacian matrix; coupled nonlinear oscillator; eigenvalue distribution; local stability; moment-based analysis; nearest-neighbor coupled ring; oscillators; shortcut probability; small-world network synchronization; Closed-form solution; Couplings; Eigenvalues and eigenfunctions; Graph theory; Laplace equations; Local oscillators; Network topology; Numerical simulation; Stability; Symmetric matrices;
Conference_Titel :
Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3871-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2009.5400603