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Authors: Lilian Ronceray 1 ; Matthieu Jeanneau 1 ; Daniel Alazard 2 ; Philippe Mouyon 3 and Sihem Tebbani 4

Affiliations: 1 Airbus France, France ; 2 Supaéro, France ; 3 ONERA, France ; 4 École Supérieure d’Électricité, France

Keyword(s): Local learning, radial-basis neural networks, real-time parameter estimation.

Related Ontology Subjects/Areas/Topics: Informatics in Control, Automation and Robotics ; Signal Processing, Sensors, Systems Modeling and Control ; System Identification

Abstract: This paper proposes an approach based upon local learning techniques and real-time parameter estimation, to tune an aircraft sideslip estimator using radial-basis neural networks, during a flight test. After a presentation of the context, we recall the local model approach to radial-basis networks. The application to the estimation of the sideslip angle of an aircraft, is then described and the various results and analyses are detailled at the end before suggesting some improvement directions.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Ronceray, L.; Jeanneau, M.; Alazard, D.; Mouyon, P. and Tebbani, S. (2007). A LOCAL LEARNING APPROACH TO REAL-TIME PARAMETER ESTIMATION - Application to an Aircraft. In Proceedings of the Fourth International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO; ISBN 978-972-8865-84-9; ISSN 2184-2809, SciTePress, pages 399-403. DOI: 10.5220/0001635103990403

@conference{icinco07,
author={Lilian Ronceray. and Matthieu Jeanneau. and Daniel Alazard. and Philippe Mouyon. and Sihem Tebbani.},
title={A LOCAL LEARNING APPROACH TO REAL-TIME PARAMETER ESTIMATION - Application to an Aircraft},
booktitle={Proceedings of the Fourth International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO},
year={2007},
pages={399-403},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001635103990403},
isbn={978-972-8865-84-9},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the Fourth International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO
TI - A LOCAL LEARNING APPROACH TO REAL-TIME PARAMETER ESTIMATION - Application to an Aircraft
SN - 978-972-8865-84-9
IS - 2184-2809
AU - Ronceray, L.
AU - Jeanneau, M.
AU - Alazard, D.
AU - Mouyon, P.
AU - Tebbani, S.
PY - 2007
SP - 399
EP - 403
DO - 10.5220/0001635103990403
PB - SciTePress