Title
Distributed estimation of algebraic connectivity of directed networks
Abbreviated Journal Title
J. Gastrointest. Surg.
Keywords
Algebraic connectivity; Power iteration; Distributed estimation; Directed graph; COOPERATIVE CONTROL; GRAPHS; Automation & Control Systems; Operations Research & Management Science
Abstract
In directed network, algebraic connectivity is defined as the second smallest eigenvalue of graph Laplacian, and it captures the most conservative estimate of convergence rate and synchronicity of networked systems. In this paper, distributed estimation of algebraic connectivity of directed and connected graphs is studied using a decentralized power iteration scheme. Specifically, the proposed scheme is introduced in discrete time domain in order to take advantage of the discretized nature of information flow among networked systems and it shows that, with the knowledge of the first left eigenvector associated with trivial eigenvalue of graph Laplacian, distributed estimation of algebraic connectivity becomes possible. Moreover, it is revealed that the proposed estimation scheme still performs in estimating the complex eigenvalues. Simulation results demonstrate the effectiveness of the proposed scheme. (C) 2013 Elsevier B.V. All rights reserved.
Journal Title
Systems & Control Letters
Volume
Syst. Control Lett.
Issue/Number
6
Publication Date
1-1-2013
Document Type
Article
Language
English
First Page
517
Last Page
524
WOS Identifier
62
ISSN
0167-6911
Recommended Citation
"Distributed estimation of algebraic connectivity of directed networks" (2013). Faculty Bibliography 2010s. 4297.
https://stars.library.ucf.edu/facultybib2010/4297
Comments
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