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Adaptive Consensus and Parameter Estimation of Multiagent Systems With an Uncertain Leader

Shimin Wang, Xiangyu Meng

2020IEEE Transactions on Automatic Control48 citationsDOIOpen Access PDF

Abstract

In this article, the problem of simultaneous leader-following consensus and parameter estimation is studied for a class of multiagent systems subject to an uncertain leader system. The leader system is described by a sum of sinusoids with unknown amplitudes, frequencies, and phases. A fully distributed adaptive observer is established for each agent to estimate the unknown frequencies of the leader without using any global information. It is shown that if the signal of the leader is sufficiently rich, the estimation errors of the unknown frequencies converge to zero asymptotically for all the agents. Based on the designed distributed adaptive observer, a distributed adaptive control law is synthesized for each agent to solve the leader-following consensus problem.

Topics & Concepts

Multi-agent systemControl theory (sociology)Observer (physics)ConsensusAdaptive controlComputer scienceClass (philosophy)Estimation theoryMathematicsControl (management)Artificial intelligenceAlgorithmQuantum mechanicsPhysicsDistributed Control Multi-Agent SystemsNeural Networks Stability and SynchronizationAdaptive Control of Nonlinear Systems
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