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Consensus-Based Distributed Connectivity Control in Multi-Agent Systems (CROSBI ID 306379)

Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija

Griparic, Karlo ; Polic, Marsela ; Krizmancic, Marko ; Bogdan, Stjepan Consensus-Based Distributed Connectivity Control in Multi-Agent Systems // IEEE transactions on network science and engineering, (2022), 1; 1-18. doi: 10.1109/tnse.2021.3139045

Podaci o odgovornosti

Griparic, Karlo ; Polic, Marsela ; Krizmancic, Marko ; Bogdan, Stjepan

engleski

Consensus-Based Distributed Connectivity Control in Multi-Agent Systems

This paper addresses a distributed connectivity control problem in networked multi-agent systems. The system communication topology is controlled through the algebraic connectivity measure, the second smallest eigenvalue of the communication graph Laplacian. The algebraic connectivity is estimated locally in a decentralized manner through a trust-based consensus algorithm, in which the agents communicate the perceived quality of the communication links in the system with their set of neighbors. In the presented approach, link qualities represent the weights of the communication graph from which the adjacency matrix is estimated. The Laplacian matrix and its eigenvalues, including the algebraic connectivity, are then calculated from this local estimate of the global adjacency matrix. A method for network topology control is proposed, which creates and deletes communication links based on the Albert-Barab\'{;a};si probabilistic model, depending on the estimated and referenced connectivity level. The proposed algebraic connectivity estimation and connectivity maintenance strategy have been validated both in simulation and on a physical robot swarm, demonstrating the method performance under varying initial topology of the communication graph, different multi-agent system sizes, in various deployment scenarios, and in the case of agent failure.

multi-agent systems, distributed control, coordination, trust-based consensus

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Podaci o izdanju

(1)

2022.

1-18

objavljeno

2327-4697

10.1109/tnse.2021.3139045

Povezanost rada

Elektrotehnika

Poveznice
Indeksiranost