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Authors: S. Z. Rizvi ; M. S. Yousuf and H. N. Al-Duwaish

Affiliation: King Fahd Univ. of Petroleum & Minerals, Saudi Arabia

Keyword(s): Artificial neural network controller, Nonlinear control, Automatic generation control, Load frequency control.

Related Ontology Subjects/Areas/Topics: Adaptive Architectures and Mechanisms ; Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Complex Artificial Neural Network Based Systems and Dynamics ; Computational Intelligence ; Computational Neuroscience ; Computer-Supported Education ; Domain Applications and Case Studies ; Fuzzy Systems ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Industrial, Financial and Medical Applications ; Learning Paradigms and Algorithms ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Theory and Methods

Abstract: This paper presents an Artificial Neural Network (ANN) based controller design for nonlinear multivariable systems. The proposed method uses a novel algorithm for using and training a radial basis function (RBF) neural network based controller. The training algorithm makes sure that it does not violate any constraints on the inputs or outputs. Trajectory tracking results are presented for the challenging problem of nonlinear single area Automatic Generation Control (AGC) power system. Both linear and nonlinear cases are considered and robustness of the controller is tested as well.

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Paper citation in several formats:
Z. Rizvi, S.; S. Yousuf, M. and N. Al-Duwaish, H. (2010). NEURAL NETWORK BASED CONTROLLER FOR NONLINEAR AUTOMATIC GENERATION CONTROL. In Proceedings of the International Conference on Fuzzy Computation and 2nd International Conference on Neural Computation (IJCCI 2010) - ICNC; ISBN 978-989-8425-32-4, SciTePress, pages 322-329. DOI: 10.5220/0003081503220329

@conference{icnc10,
author={S. {Z. Rizvi}. and M. {S. Yousuf}. and H. {N. Al{-}Duwaish}.},
title={NEURAL NETWORK BASED CONTROLLER FOR NONLINEAR AUTOMATIC GENERATION CONTROL},
booktitle={Proceedings of the International Conference on Fuzzy Computation and 2nd International Conference on Neural Computation (IJCCI 2010) - ICNC},
year={2010},
pages={322-329},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003081503220329},
isbn={978-989-8425-32-4},
}

TY - CONF

JO - Proceedings of the International Conference on Fuzzy Computation and 2nd International Conference on Neural Computation (IJCCI 2010) - ICNC
TI - NEURAL NETWORK BASED CONTROLLER FOR NONLINEAR AUTOMATIC GENERATION CONTROL
SN - 978-989-8425-32-4
AU - Z. Rizvi, S.
AU - S. Yousuf, M.
AU - N. Al-Duwaish, H.
PY - 2010
SP - 322
EP - 329
DO - 10.5220/0003081503220329
PB - SciTePress