DocumentCode
2578841
Title
A resistance-based approach to consensus algorithm performance analysis
Author
Garin, F. ; Lovisari, E. ; Zampieri, S.
Author_Institution
INRIA, St. Ismier, France
fYear
2010
fDate
15-17 Dec. 2010
Firstpage
5714
Lastpage
5719
Abstract
We study the well known linear consensus algorithm by means of a LQ-type performance cost. We want to understand how the communication topology influences this algorithm. In order to do this, we recall the analogy between Markov Chains and electrical resistive networks. By exploiting this analogy, we are able to rewrite the performance cost as the average effective resistance on a suitable network. We use this result to show that if the communication graph fulfills some local properties, then its behavior can be approximated with that of a suitable grid, over which the behavior of the cost is known.
Keywords
Markov processes; graph theory; multi-agent systems; LQ-type performance cost; Markov chains; communication graph; communication topology; consensus algorithm performance analysis; electrical resistive networks; resistance-based approach; Hypercubes; Laplace equations; Lattices; Markov processes; Resistance; Symmetric matrices; Topology;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location
Atlanta, GA
ISSN
0743-1546
Print_ISBN
978-1-4244-7745-6
Type
conf
DOI
10.1109/CDC.2010.5717838
Filename
5717838
Link To Document