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Article Dans Une Revue Control Theory and Technology Année : 2015

Topology-preserving flocking of nonlinear agents using optimistic planning

Résumé

We consider the generalized flocking problem in multiagent systems, where the agents must drive a subset of their state variables to common values, while communication is constrained by a proximity relationship in terms of another subset of variables. We build a flocking method for general nonlinear agent dynamics, by using at each agent a near-optimal control technique from artificial intelligence called optimistic planning. By defining the rewards to be optimized in a well-chosen way, the preservation of the interconnection topology is guaranteed, under a controllability assumption. We also give a practical variant of the algorithm that does not require to know the details of this assumption, and show that it works well in experiments on nonlinear agents.

Domaines

Automatique
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Dates et versions

hal-01133949 , version 1 (20-03-2015)

Identifiants

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Lucian Busoniu, Irinel-Constantin Morarescu. Topology-preserving flocking of nonlinear agents using optimistic planning. Control Theory and Technology, 2015, 13 (1), pp.70-81. ⟨10.1007/s11768-015-4107-5⟩. ⟨hal-01133949⟩
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