Publication result detail

On-line Identification Based on Neural Networks using of Levenberg-Marquardt Method and Back-propagation Algorithm

PIVOŇKA, P., DOHNAL, J.

Original Title

On-line Identification Based on Neural Networks using of Levenberg-Marquardt Method and Back-propagation Algorithm

English Title

On-line Identification Based on Neural Networks using of Levenberg-Marquardt Method and Back-propagation Algorithm

Type

Peer-reviewed article not indexed in WoS or Scopus

Original Abstract

In order to be able to control a system by means of an automatically adaptable controller, we have to adjust its parameters to the changes taking place in the system. For this purpose a number of methods have been developed. A frequently used identification method is the least-squares method, but we are limited by the choice of the suitable sampling period. The neural network seems to be a desirable solution because of its adaptation characteristics. Among the most used learning algorithms belong the Levenberg-Marquardt and back-propagation.

English abstract

In order to be able to control a system by means of an automatically adaptable controller, we have to adjust its parameters to the changes taking place in the system. For this purpose a number of methods have been developed. A frequently used identification method is the least-squares method, but we are limited by the choice of the suitable sampling period. The neural network seems to be a desirable solution because of its adaptation characteristics. Among the most used learning algorithms belong the Levenberg-Marquardt and back-propagation.

Keywords

Levenberg-Marquardt, Back-propagation, Neural network, Training set

Key words in English

Levenberg-Marquardt, Back-propagation, Neural network, Training set

Authors

PIVOŇKA, P., DOHNAL, J.

Released

25.03.2004

ISBN

1109-2777

Periodical

WSEAS Transactions on Systems

Volume

3

Number

2

State

United States of America

Pages from

381

Pages to

355

Pages count

5

BibTex

@article{BUT41839,
  author="Petr {Pivoňka} and Jiří {Dohnal}",
  title="On-line Identification Based on Neural Networks using of Levenberg-Marquardt Method and Back-propagation Algorithm",
  journal="WSEAS Transactions on Systems",
  year="2004",
  volume="3",
  number="2",
  pages="381--355",
  issn="1109-2777"
}