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Content archived on 2022-12-23

Nonparametric identification of dynamical systems: optimal and adaptive algorithms

Objective



The principal topic of the research is the study of algorithms of nonparametric identification and prediction for discrete- and continuous-time dynamical systems. This will constitute a basis for adaptive control methods design for non-linear systems.

The objectives of the study are: to state nonparametric identification problems adapted to the needs of control, including the design of performance criteria for identification algorithms and the classification of non-linear models in view of different control objectives; to establish the lower information bounds, that is, the best attainable minimax performance rates with respect to the proposed criteria and model classes; and to design efficient algorithms, that is, the methods which attain these performance bounds.

Call for proposal

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Funding Scheme

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Coordinator

Institut National de la Recherche en Informatique et en Automatique
EU contribution
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Address
Domaine de Voluceau Rocquencourt
78153 Le Chesnay
France

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Total cost
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Participants (3)