Title :
Reducing synchronization cost in weighted dynamical networks using betweenness centrality measures
Author :
Jalili, Mahdi ; Rad, Ali Ajdari ; Hasler, Martin
Author_Institution :
Sch. of Comput. & Commun. Sci., Ecole Polytech. Federate de Lausanne, Lausanne
Abstract :
In this paper we investigate optimization of synchronization cost in undirected dynamical networks. To do so, proper weights are assigned to the networks´ edges considering node and edge betweenness centrality measures. The proposed method gives near-optimal results with less complexity of computation compared to the optimal method, i.e. the method based on convex optimization. This property enables us to apply the method to large networks. Through numerical simulations on scale-free and small-world networks of different size and topological properties we give evidence that the performance of the proposed method is much better than another heuristic method; namely the Metropolis-Hasting algorithm. This procedure has potential application in many engineering problems where the synchronization of the network is required to be achieved by minimal cost.
Keywords :
complex networks; computational complexity; numerical analysis; optimisation; synchronisation; Metropolis-Hasting algorithm; centrality measures; computational complexity; convex optimization; heuristic method; network edges; numerical simulations; optimal method; synchronization cost; weighted dynamical networks; Complex networks; Computer networks; Cost function; Laboratories; Multiagent systems; Nonlinear systems; Numerical simulation; Optimization methods; Stability; Sufficient conditions; Dynamical networks; Metropolis-Hasting weights; convex optimization; edge betweenness centrality; node betweenness centrality; synchronizability; synchronization cost;
Conference_Titel :
Circuits and Systems, 2008. ISCAS 2008. IEEE International Symposium on
Conference_Location :
Seattle, WA
Print_ISBN :
978-1-4244-1683-7
Electronic_ISBN :
978-1-4244-1684-4
DOI :
10.1109/ISCAS.2008.4541969