DocumentCode :
257948
Title :
Dynamic bond percolation in networks
Author :
Zhang, June ; Moura, Jose M. F.
Author_Institution :
Electr. & Comput. Eng., Carnegie Mellon Univ. Pittsburgh, Pittsburgh, PA, USA
fYear :
2014
fDate :
3-5 Dec. 2014
Firstpage :
942
Lastpage :
945
Abstract :
Bond percolation is a network process that traditionally addresses the question when there is a path between two sites or two clusters in a network. This has been used to study the circulation of goods or flows in networked structures as well as network resilience. This paper proposes and analyzes a dynamic bond percolation model where bonds (i.e., edges) open (i.e., form) or close (i.e., terminate) according to random micro interactions. We model the edge dynamics through topology independent and topology-dependent processes - spontaneous formation or termination of edges and the formation of edge {a, b} between two sites a and b that depends on the current number of existing edges at a and b. We show that the resulting network process is Markov and reversible, and we determine analytically its equilibrium distribution, avoiding having to solve a eigenvalue-eigenvector problem that quickly becomes intractable for even moderate sized networks.
Keywords :
Markov processes; eigenvalues and eigenfunctions; network theory (graphs); percolation; topology; Markov process; dynamic bond percolation model; edge dynamics; edge spontaneous formation; edge termination; eigenvalue-eigenvector problem; equilibrium distribution; network process; random microinteractions; reversible process; topology independent process; topology-dependent process; Conferences; Educational institutions; Markov processes; Network topology; Solids; Symmetric matrices; Topology; bond percolation; edge formation; equilibrium distribution; reversible Markov process; time-varying networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal and Information Processing (GlobalSIP), 2014 IEEE Global Conference on
Conference_Location :
Atlanta, GA
Type :
conf
DOI :
10.1109/GlobalSIP.2014.7032259
Filename :
7032259
Link To Document :
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