Title :
Hierarchical consensus for multi-agent systems with low-rank interconnection
Author :
Shimizu, Hikaru ; Hara, Shinji
Author_Institution :
Dept. of Inf. Phys. & Comput., Univ. of Tokyo, Tokyo, Japan
Abstract :
This paper deals with a hierarchical consensus problem in large scale systems. We first define the hierarchical consensus and propose a fairly general model of the system. We then define the interconnection matrix which expresses interconnection property between layers, where we focus on the rank of this matrix. In order to examine the relationship between the rank of interconnection matrix and stability degree of the system, we analytically derive the eigenvalue distribution of the system matrix. The resultant distribution shows that the low-rank interconnection leads to the faster consensus in terms of rate of convergence and damping, which is confirmed by numerical examples with simulations.
Keywords :
convergence of numerical methods; eigenvalues and eigenfunctions; hierarchical systems; interconnected systems; matrix algebra; multi-robot systems; robot dynamics; stability; HMADS; convergence rate; damping rate; eigenvalue distribution; hierarchical consensus problem; hierarchical multiagent dynamical system; large-scale system; low-rank interconnection matrix; numerical example; robot dynamics; stability degree; Convergence; Cross layer design; Damping; Eigenvalues and eigenfunctions; Fractals; Large-scale systems; Multiagent systems; Numerical simulation; Physics; Stability; Eigenvalue distribution; Hierarchical multi-agent system; Low-rank interconnection; Stability degree;
Conference_Titel :
ICCAS-SICE, 2009
Conference_Location :
Fukuoka
Print_ISBN :
978-4-907764-34-0
Electronic_ISBN :
978-4-907764-33-3