Dynamic systems control and identification using VSC-based learning algorithms for perceptron networks
In this paper a set of Variable Structure Control (VSC)-based on-line learning algorithms for continuous time two layer and three layer perceptron networks with non-linear and linear activation functions are presented. The proposed algorithms result in a temporal learning capabilities of a neural n...
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| Format: | Article |
| Language: | English |
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Universidad del Zulia
2010-11-01
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| Series: | Revista Técnica de la Facultad de Ingeniería |
| Subjects: | |
| Online Access: | https://www.produccioncientificaluz.org/index.php/tecnica/article/view/5671 |
| _version_ | 1811296852486651904 |
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| author | Francklin Rivas Echeverría Eliezer Colina Morles |
| author_facet | Francklin Rivas Echeverría Eliezer Colina Morles |
| author_sort | Francklin Rivas Echeverría |
| collection | DOAJ |
| description | In this paper a set of Variable Structure Control (VSC)-based on-line learning algorithms for continuous time two layer and three layer perceptron networks with non-linear and linear activation functions are presented. The proposed algorithms result in a temporal learning capabilities of a neural network with dynamically adjusted weights, and zero convergence of the learning error in a finite time. These learning algorithms are used with identification and control schemes for linear and non linear dynamic systems.
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| first_indexed | 2024-04-13T05:55:33Z |
| format | Article |
| id | doaj.art-0f0935f29d1d4c98ab9da0bc3c2d1719 |
| institution | Directory Open Access Journal |
| issn | 0254-0770 2477-9377 |
| language | English |
| last_indexed | 2024-04-13T05:55:33Z |
| publishDate | 2010-11-01 |
| publisher | Universidad del Zulia |
| record_format | Article |
| series | Revista Técnica de la Facultad de Ingeniería |
| spelling | doaj.art-0f0935f29d1d4c98ab9da0bc3c2d17192022-12-22T02:59:38ZengUniversidad del ZuliaRevista Técnica de la Facultad de Ingeniería0254-07702477-93772010-11-01231Dynamic systems control and identification using VSC-based learning algorithms for perceptron networksFrancklin Rivas Echeverría0Eliezer Colina Morles1Universidad de Los Andes-VenezuelaUniversidad de Los Andes-Venezuela In this paper a set of Variable Structure Control (VSC)-based on-line learning algorithms for continuous time two layer and three layer perceptron networks with non-linear and linear activation functions are presented. The proposed algorithms result in a temporal learning capabilities of a neural network with dynamically adjusted weights, and zero convergence of the learning error in a finite time. These learning algorithms are used with identification and control schemes for linear and non linear dynamic systems. https://www.produccioncientificaluz.org/index.php/tecnica/article/view/5671neural networksvariable structure controllearning algorithmsidentificationcontrol |
| spellingShingle | Francklin Rivas Echeverría Eliezer Colina Morles Dynamic systems control and identification using VSC-based learning algorithms for perceptron networks Revista Técnica de la Facultad de Ingeniería neural networks variable structure control learning algorithms identification control |
| title | Dynamic systems control and identification using VSC-based learning algorithms for perceptron networks |
| title_full | Dynamic systems control and identification using VSC-based learning algorithms for perceptron networks |
| title_fullStr | Dynamic systems control and identification using VSC-based learning algorithms for perceptron networks |
| title_full_unstemmed | Dynamic systems control and identification using VSC-based learning algorithms for perceptron networks |
| title_short | Dynamic systems control and identification using VSC-based learning algorithms for perceptron networks |
| title_sort | dynamic systems control and identification using vsc based learning algorithms for perceptron networks |
| topic | neural networks variable structure control learning algorithms identification control |
| url | https://www.produccioncientificaluz.org/index.php/tecnica/article/view/5671 |
| work_keys_str_mv | AT francklinrivasecheverria dynamicsystemscontrolandidentificationusingvscbasedlearningalgorithmsforperceptronnetworks AT eliezercolinamorles dynamicsystemscontrolandidentificationusingvscbasedlearningalgorithmsforperceptronnetworks |