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Authors: Othman M-K. Alsmadi 1 ; Za'er S. Abo-Hammour 1 and Mohammad S. Saraireh 2

Affiliations: 1 University of Jordan, Jordan ; 2 Mutah University, Jordan

ISBN: 978-989-8111-99-9

Keyword(s): Model order reduction, System transformation, Artificial neural networks, Linear matrix inequality (LMI), Singular perturbation.

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

Abstract: A new method for model order reduction with eigenvalue preservation is presented in this paper. The new technique is formulated based on the system state matrix transformation which preserves the system eigenvalues and is accomplished using an artificial neural network training. A linear matrix inequality (LMI) numerical algorithm technique is used to obtain the complete system transformation. Model order reduction is then obtained utilizing the singular perturbation method. Simulation results show that the LMI-based transformed reduced model order is superior to other reduction methods.

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Paper citation in several formats:
M-K. Alsmadi O.; S. Abo-Hammour Z.; S. Saraireh M. and (2009). MODEL-ORDER REDUCTION OF SINGULARLY PERTURBED SYSTEMS BASED ON ARTIFICIAL NEURAL ESTIMATION AND LMI-BASED TRANSFORMATION .In Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO, ISBN 978-989-8111-99-9, pages 173-180. DOI: 10.5220/0002187801730180

@conference{icinco09,
author={Othman {M{-}K. Alsmadi} and Za'er {S. Abo{-}Hammour} and Mohammad {S. Saraireh}},
title={MODEL-ORDER REDUCTION OF SINGULARLY PERTURBED SYSTEMS BASED ON ARTIFICIAL NEURAL ESTIMATION AND LMI-BASED TRANSFORMATION },
booktitle={Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO,},
year={2009},
pages={173-180},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002187801730180},
isbn={978-989-8111-99-9},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO,
TI - MODEL-ORDER REDUCTION OF SINGULARLY PERTURBED SYSTEMS BASED ON ARTIFICIAL NEURAL ESTIMATION AND LMI-BASED TRANSFORMATION
SN - 978-989-8111-99-9
AU - M-K. Alsmadi, O.
AU - S. Abo-Hammour, Z.
AU - S. Saraireh, M.
PY - 2009
SP - 173
EP - 180
DO - 10.5220/0002187801730180

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