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Authors: Adhemar de Barros Fontes ; Pablo Amorim and Márcio Ribeiro da Silva Garcia

Affiliation: Universidade Federal da Bahia, Brazil

Keyword(s): Neural Control, Neural Networks, Nonlinear systems, Predictive Control.

Related Ontology Subjects/Areas/Topics: Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Neural Networks Based Control Systems ; Optimization Algorithms

Abstract: This article presents an efficient solution for predictive control based on neural networks with feedfoward multilayer, as a model for a thermoelectric module. It is shown the capability of a neural network to learn the entire nonlinear dynamics and the advantage of using these nonlinear models for the calculation of the predicted variables. It is also suggested a new control law capable of minimize the cost function using the Newton-Raphson and the descendent gradient optimization rules. For this application it is shown that a significant reduction in the number of iterations and application in real-time systems when compared to other optimization techniques.

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Paper citation in several formats:
de Barros Fontes, A.; Amorim, P. and Ribeiro da Silva Garcia, M. (2009). A NEW APPROACH OF THE NEURAL PREDICTIVE CONTROL APPLIED IN A THERMOELECTRIC MODULE. In Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO; ISBN 978-989-8111-99-9; ISSN 2184-2809, SciTePress, pages 189-194. DOI: 10.5220/0002193001890194

@conference{icinco09,
author={Adhemar {de Barros Fontes}. and Pablo Amorim. and Márcio {Ribeiro da Silva Garcia}.},
title={A NEW APPROACH OF THE NEURAL PREDICTIVE CONTROL APPLIED IN A THERMOELECTRIC MODULE},
booktitle={Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO},
year={2009},
pages={189-194},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002193001890194},
isbn={978-989-8111-99-9},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO
TI - A NEW APPROACH OF THE NEURAL PREDICTIVE CONTROL APPLIED IN A THERMOELECTRIC MODULE
SN - 978-989-8111-99-9
IS - 2184-2809
AU - de Barros Fontes, A.
AU - Amorim, P.
AU - Ribeiro da Silva Garcia, M.
PY - 2009
SP - 189
EP - 194
DO - 10.5220/0002193001890194
PB - SciTePress

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