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Authors: Eleni Aggelogiannaki and Haralambos Sarimveis

Affiliation: School of Chemical Engineering,NTUA, Greece

Keyword(s): Distributed parameter systems, Model Predictive Control, Radial Basis Function Neural Networks.

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

Abstract: A new approach for the identification and control of distributed parameter systems is presented in this paper. A radial basis neural network is used to model the distribution of the system output variables over space and time. The neural network model is then used for synthesizing a non linear model predictive control configuration. The resulting framework is particular useful for control problems that pose constraints on the controlled variables over space. The proposed scheme is demonstrated through a tubular reactor, where the concentration and the temperature distributions are controlled using the wall temperature as the manipulated variable. The results illustrate the efficiency of the proposed methodology.

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Paper citation in several formats:
Aggelogiannaki, E. and Sarimveis, H. (2005). MODEL PREDICTIVE CONTROL FOR DISTRIBUTED PARAMETER SYSTEMS USING RBF NEURAL NETWORKS. In Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 4: ICINCO; ISBN 972-8865-29-5; ISSN 2184-2809, SciTePress, pages 19-24. DOI: 10.5220/0001156700190024

@conference{icinco05,
author={Eleni Aggelogiannaki. and Haralambos Sarimveis.},
title={MODEL PREDICTIVE CONTROL FOR DISTRIBUTED PARAMETER SYSTEMS USING RBF NEURAL NETWORKS},
booktitle={Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 4: ICINCO},
year={2005},
pages={19-24},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001156700190024},
isbn={972-8865-29-5},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 4: ICINCO
TI - MODEL PREDICTIVE CONTROL FOR DISTRIBUTED PARAMETER SYSTEMS USING RBF NEURAL NETWORKS
SN - 972-8865-29-5
IS - 2184-2809
AU - Aggelogiannaki, E.
AU - Sarimveis, H.
PY - 2005
SP - 19
EP - 24
DO - 10.5220/0001156700190024
PB - SciTePress

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