Online learning neural network control of buck-boost converter
This paper proposes a neural network control scheme of a DC-DC buck-boost converter using online learning method. In this technique, a back propagation algorithm is derived. The controller is designed to stabilize the output voltage of the DC-DC converter and to improve performance of the Buck-Boost...
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| Format: | Conference or Workshop Item |
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2011
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| Online Access: | http://eprints.uthm.edu.my/6065/ http://eprints.uthm.edu.my/6065/1/Online_Learning_Neural_Network_Control.pdf |
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uthm-6065 |
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eprints |
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uthm-60652015-02-25T08:22:25Z Online learning neural network control of buck-boost converter Utomo, Wahyu Mulyo Bakar, A. Ahmad, M. Taufik, T. Heriansyah, R. TK7800-8360 Electronics This paper proposes a neural network control scheme of a DC-DC buck-boost converter using online learning method. In this technique, a back propagation algorithm is derived. The controller is designed to stabilize the output voltage of the DC-DC converter and to improve performance of the Buck-Boost converter during transient operations. Furthermore, to investigate the effectiveness of the proposed controller, some operations such as starting-up and reference voltage variations are verified. The numerical simulation results show that the proposed controller has a better performance compare to the conventional PI-Controller method. 2011 Conference or Workshop Item NonPeerReviewed application/pdf http://eprints.uthm.edu.my/6065/1/Online_Learning_Neural_Network_Control.pdf Utomo, Wahyu Mulyo and Bakar, A. and Ahmad, M. and Taufik, T. and Heriansyah, R. (2011) Online learning neural network control of buck-boost converter. In: Eighth International Conference on Information Technology: New Generations (ITNG 2011), 11-13 April 2011, Las Vegas, NV. http://eprints.uthm.edu.my/6065/ |
| repository_type |
Digital Repository |
| institution_category |
Local University |
| institution |
Universiti Tun Hussein Onn Malaysia |
| building |
UTHM Institutional Repository |
| collection |
Online Access |
| topic |
TK7800-8360 Electronics |
| spellingShingle |
TK7800-8360 Electronics Utomo, Wahyu Mulyo Bakar, A. Ahmad, M. Taufik, T. Heriansyah, R. Online learning neural network control of buck-boost converter |
| description |
This paper proposes a neural network control
scheme of a DC-DC buck-boost converter using online learning
method. In this technique, a back propagation algorithm is
derived. The controller is designed to stabilize the output
voltage of the DC-DC converter and to improve performance
of the Buck-Boost converter during transient operations.
Furthermore, to investigate the effectiveness of the proposed
controller, some operations such as starting-up and reference
voltage variations are verified. The numerical simulation
results show that the proposed controller has a better
performance compare to the conventional PI-Controller
method. |
| format |
Conference or Workshop Item |
| author |
Utomo, Wahyu Mulyo Bakar, A. Ahmad, M. Taufik, T. Heriansyah, R. |
| author_facet |
Utomo, Wahyu Mulyo Bakar, A. Ahmad, M. Taufik, T. Heriansyah, R. |
| author_sort |
Utomo, Wahyu Mulyo |
| title |
Online learning neural network control of buck-boost converter |
| title_short |
Online learning neural network control of buck-boost converter |
| title_full |
Online learning neural network control of buck-boost converter |
| title_fullStr |
Online learning neural network control of buck-boost converter |
| title_full_unstemmed |
Online learning neural network control of buck-boost converter |
| title_sort |
online learning neural network control of buck-boost converter |
| publishDate |
2011 |
| url |
http://eprints.uthm.edu.my/6065/ http://eprints.uthm.edu.my/6065/1/Online_Learning_Neural_Network_Control.pdf |
| first_indexed |
2018-09-05T11:22:54Z |
| last_indexed |
2018-09-05T11:22:54Z |
| _version_ |
1610766430815387648 |