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Online learning neural network control of buck-boost converter

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.

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Abstract

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.

Item Type: Conference or Workshop Item (Paper)
Uncontrolled Keywords: buck-boost converter; neural network; online learning algorithm
Subjects: T Technology > TK Electrical engineering. Electronics Nuclear engineering > TK7800-8360 Electronics
Divisions: Faculty of Electrical and Electronic Engineering > Department of Electrical Power Engineering
Depositing User: Normajihan Abd. Rahman
Date Deposited: 25 Feb 2015 08:22
Last Modified: 25 Feb 2015 08:22
URI: http://eprints.uthm.edu.my/id/eprint/6065
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