Abstract

In this paper, we discuss consensus problems for networks of dynamic agents with fixed and switching topologies. We analyze three cases: 1) directed networks with fixed topology; 2) directed networks with switching topology; and 3) undirected networks with communication time-delays and fixed topology. We introduce two consensus protocols for networks with and without time-delays and provide a convergence analysis in all three cases. We establish a direct connection between the algebraic connectivity (or Fiedler eigenvalue) of the network and the performance (or negotiation speed) of a linear consensus protocol. This required the generalization of the notion of algebraic connectivity of undirected graphs to digraphs. It turns out that balanced digraphs play a key role in addressing average-consensus problems. We introduce disagreement functions for convergence analysis of consensus protocols. A disagreement function is a Lyapunov function for the disagreement network dynamics. We proposed a simple disagreement function that is a common Lyapunov function for the disagreement dynamics of a directed network with switching topology. A distinctive feature of this work is to address consensus problems for networks with directed information flow. We provide analytical tools that rely on algebraic graph theory, matrix theory, and control theory. Simulations are provided that demonstrate the effectiveness of our theoretical results.

Keywords

Algebraic graph theoryNetwork topologyAlgebraic connectivityTopology (electrical circuits)Uniform consensusComputer scienceConsensusLyapunov functionFunction (biology)Convergence (economics)Directed graphMathematicsGraph theoryMulti-agent systemTheoretical computer scienceGraphLaplacian matrixAlgorithmArtificial intelligence

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Publication Info

Year
2004
Type
article
Volume
49
Issue
9
Pages
1520-1533
Citations
12455
Access
Closed

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Cite This

R. Olfati-Saber, Richard M. Murray (2004). Consensus Problems in Networks of Agents With Switching Topology and Time-Delays. IEEE Transactions on Automatic Control , 49 (9) , 1520-1533. https://doi.org/10.1109/tac.2004.834113

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DOI
10.1109/tac.2004.834113