loading
Documents

Research.Publish.Connect.

Paper

Paper Unlock

Authors: David Targueta da Silva ; Pedro Henrique Gouvêa Coelho ; Joaquim Augusto Pinto Rodrigues and Luiz Biondi Neto

Affiliation: State University of Rio de Janeiro, FEN/DETEL, Brazil

ISBN: 978-989-8425-05-8

Keyword(s): Computational Intelligence, Artificial Neural Network, Identification of Faults, Electrical Systems, Hidden Layers.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence and Decision Support Systems ; Enterprise Information Systems ; Strategic Decision Support Systems

Abstract: This work describes performance evaluation of ANNs (Artificial Neural Networks) used to identify faults in electrical systems for several number of neurons in the hidden layers. The number of neurons in the hidden layers depends on the complexity of the problem to be represented. Currently, there are no reliable rules for determining, a priori, the number of hidden neurons, so that such number depends largely on the experience of the practitioners who are designing the ANNs. This paper reports experiment results using neural networks varying the number of hidden neurons to aid the neural network user to find an adequate configuration in terms of number of neurons in the hidden layers so that ANNs be more efficient particularly for fault identification applications.

PDF ImageFull Text

Download
CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 18.232.124.77

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Targueta da Silva D.; Henrique Gouvêa Coelho P.; Augusto Pinto Rodrigues J.; Biondi Neto L. and (2010). ASSESSMENT OF THE CHANGE IN THE NUMBER OF NEURONS IN HIDDEN LAYERS OF NEURAL NETWORKS FOR FAULT IDENTIFICATION IN ELECTRICAL SYSTEMS .In Proceedings of the 12th International Conference on Enterprise Information Systems - Volume 2: ICEIS, ISBN 978-989-8425-05-8, pages 309-313. DOI: 10.5220/0002910203090313

@conference{iceis10,
author={David {Targueta da Silva} and Pedro {Henrique Gouvêa Coelho} and Joaquim {Augusto Pinto Rodrigues} and Luiz {Biondi Neto}},
title={ASSESSMENT OF THE CHANGE IN THE NUMBER OF NEURONS IN HIDDEN LAYERS OF NEURAL NETWORKS FOR FAULT IDENTIFICATION IN ELECTRICAL SYSTEMS },
booktitle={Proceedings of the 12th International Conference on Enterprise Information Systems - Volume 2: ICEIS,},
year={2010},
pages={309-313},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002910203090313},
isbn={978-989-8425-05-8},
}

TY - CONF

JO - Proceedings of the 12th International Conference on Enterprise Information Systems - Volume 2: ICEIS,
TI - ASSESSMENT OF THE CHANGE IN THE NUMBER OF NEURONS IN HIDDEN LAYERS OF NEURAL NETWORKS FOR FAULT IDENTIFICATION IN ELECTRICAL SYSTEMS
SN - 978-989-8425-05-8
AU - Targueta da Silva, D.
AU - Henrique Gouvêa Coelho, P.
AU - Augusto Pinto Rodrigues, J.
AU - Biondi Neto, L.
PY - 2010
SP - 309
EP - 313
DO - 10.5220/0002910203090313

Login or register to post comments.

Comments on this Paper: Be the first to review this paper.