Title :
Distributed algebraic connectivity estimation for adaptive event-triggered consensus
Author :
Aragues, Rosario ; Shi, Guangming ; Dimarogonas, Dimos V. ; Sagues, Carlos ; Johansson, Karl H.
Author_Institution :
Inst. de Investig. en Ing. de Aragon, Univ. de Zaragoza, Zaragoza, Spain
Abstract :
In several multi agent control problems, the convergence properties and speed of the system depend on the algebraic connectivity of the graph. We discuss a particular event-triggered consensus scenario, and show that the availability of an estimate of the algebraic connectivity could be used for adapting the behavior of the average consensus algorithm. We present a novel distributed algorithm for estimating the algebraic connectivity, that relies on the distributed computation of the powers of matrices. We provide proofs of convergence, convergence rate, and upper and lower bounds at each iteration of the estimated algebraic connectivity.
Keywords :
algebra; convergence; distributed algorithms; distributed processing; multi-agent systems; adaptive event-triggered consensus; average consensus algorithm; convergence properties; convergence rate; distributed algebraic connectivity estimation; distributed algorithm; distributed computation; event-triggered consensus scenario; multi agent control problems; Convergence; Eigenvalues and eigenfunctions; Estimation; Laplace equations; Nickel; Symmetric matrices; Vectors;
Conference_Titel :
American Control Conference (ACC), 2012
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4577-1095-7
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2012.6315110