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Consensus and cooperation in networked multi-agent systems-英文文献
Consensus and Cooperation in Networked Multi-Agent Systems
1 2 3
Reza Olfati-Saber , J. Alex Fax , and Richard M. Murray
1 Thayer School of Engineering, Dartmouth College, Hanover, NH 03755, olfati@
2 Northrop Grumman NSD, 21240 Burbank Blvd., Woodland Hills, CA 91367, Alex.Fax@
3 Control and Dynamical Systems, California Institute of Technology, Pasadena, CA 91125, murray@
Summary. This paper provides a theoretical framework for analysis of consensus algorithms for multi-agent net-
worked systems with an emphasis on the role of directed information flow, robustness to changes in network topology
due to link/node failures, time-delays, and performance guarantees. An overview of basic concepts of information
consensus in networks and methods of convergence and performance analysis for the algorithms are provided. Our
analysis framework is based on tools from matrix theory, algebraic graph theory, and control theory. We discuss the
connections between consensus problems in networked dynamic systems and diverse applications including synchro-
nization of coupled oscillators, flocking, formation control, fast consensus in small-world networks, Markov processes
and gossip-based algorithms, load balancing in networks, rendezvous in space, distributed sensor fusion in sensor
networks, and belief propagation. We establish direct connections between spectral and structural properties of com-
plex networks and the speed of information diffusion of consensus algorithms. A brief introduction is provided on
networked systems with nonlocal information flow that are considerably faster than distributed systems with lattice-
type nearest neighbor interactions. Simulation results are presented that demonstrate the role of small-world effects
on the speed of consensus algorithms and cooperative control of multi-vehicle for
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