Voltage Control Based on a Back-Propagation Artificial Neural Network Algorithm

Jazmin Ramirez-Hernandez; Oswaldo Ulises Juarez-Sandoval; Leobardo Hernandez-Gonzalez; Abigail Hernandez-Ramirez; Raul Sebastian Olivares-Dominguez

doi:10.1109/ROPEC50909.2020.9258699

Voltage Control Based on a Back-Propagation Artificial Neural Network Algorithm

Jazmin Ramirez-Hernandez, Oswaldo Ulises Juarez-Sandoval, Leobardo Hernandez-Gonzalez, Abigail Hernandez-Ramirez, Raul Sebastian Olivares-Dominguez

Escuela Superior de Ingeniería Mecánica y Eléctrica (ESIME), Unidad Culhuacán

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

7 Scopus citations

Abstract

In this paper a voltage controller based on an Artificial Neural Network (ANN) is presented. Its online learning back-propagation algorithm allows the output voltage regulation according to a desired reference output voltage. To verify that the proposed controller operates according to the design, a numerical verification in Matlab software is presented for three basic DC-DC converters: buck, boost and buck-boost topologies.

Original language	English
Title of host publication	2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781728199535
DOIs	https://doi.org/10.1109/ROPEC50909.2020.9258699
State	Published - 4 Nov 2020
Event	2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020 - Ixtapa, Mexico Duration: 4 Nov 2020 → 6 Nov 2020

Publication series

Name	2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020

Conference

Conference	2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020
Country/Territory	Mexico
City	Ixtapa
Period	4/11/20 → 6/11/20

Keywords

Artificial Neural Network
Boost
Buck
Buck-Boost
PWM
voltage control

Access to Document

10.1109/ROPEC50909.2020.9258699

Cite this

Ramirez-Hernandez, J., Juarez-Sandoval, O. U., Hernandez-Gonzalez, L., Hernandez-Ramirez, A., & Olivares-Dominguez, R. S. (2020). Voltage Control Based on a Back-Propagation Artificial Neural Network Algorithm. In 2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020 Article 9258699 (2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ROPEC50909.2020.9258699

Ramirez-Hernandez, Jazmin ; Juarez-Sandoval, Oswaldo Ulises ; Hernandez-Gonzalez, Leobardo et al. / Voltage Control Based on a Back-Propagation Artificial Neural Network Algorithm. 2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020. Institute of Electrical and Electronics Engineers Inc., 2020. (2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020).

@inproceedings{5d0b81831fc140809681c72f3062f377,

title = "Voltage Control Based on a Back-Propagation Artificial Neural Network Algorithm",

abstract = "In this paper a voltage controller based on an Artificial Neural Network (ANN) is presented. Its online learning back-propagation algorithm allows the output voltage regulation according to a desired reference output voltage. To verify that the proposed controller operates according to the design, a numerical verification in Matlab software is presented for three basic DC-DC converters: buck, boost and buck-boost topologies.",

keywords = "Artificial Neural Network, Boost, Buck, Buck-Boost, PWM, voltage control",

author = "Jazmin Ramirez-Hernandez and Juarez-Sandoval, {Oswaldo Ulises} and Leobardo Hernandez-Gonzalez and Abigail Hernandez-Ramirez and Olivares-Dominguez, {Raul Sebastian}",

note = "Publisher Copyright: {\textcopyright} 2020 IEEE.; 2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020 ; Conference date: 04-11-2020 Through 06-11-2020",

year = "2020",

month = nov,

day = "4",

doi = "10.1109/ROPEC50909.2020.9258699",

language = "Ingl{\'e}s",

series = "2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

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Ramirez-Hernandez, J , Juarez-Sandoval, OU, Hernandez-Gonzalez, L, Hernandez-Ramirez, A & Olivares-Dominguez, RS 2020, Voltage Control Based on a Back-Propagation Artificial Neural Network Algorithm. in 2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020., 9258699, 2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020, Institute of Electrical and Electronics Engineers Inc., 2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020, Ixtapa, Mexico, 4/11/20. https://doi.org/10.1109/ROPEC50909.2020.9258699

Voltage Control Based on a Back-Propagation Artificial Neural Network Algorithm. / Ramirez-Hernandez, Jazmin ; Juarez-Sandoval, Oswaldo Ulises; Hernandez-Gonzalez, Leobardo et al.
2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020. Institute of Electrical and Electronics Engineers Inc., 2020. 9258699 (2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Hernandez-Gonzalez, Leobardo

AU - Hernandez-Ramirez, Abigail

AU - Olivares-Dominguez, Raul Sebastian

PY - 2020/11/4

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N2 - In this paper a voltage controller based on an Artificial Neural Network (ANN) is presented. Its online learning back-propagation algorithm allows the output voltage regulation according to a desired reference output voltage. To verify that the proposed controller operates according to the design, a numerical verification in Matlab software is presented for three basic DC-DC converters: buck, boost and buck-boost topologies.

AB - In this paper a voltage controller based on an Artificial Neural Network (ANN) is presented. Its online learning back-propagation algorithm allows the output voltage regulation according to a desired reference output voltage. To verify that the proposed controller operates according to the design, a numerical verification in Matlab software is presented for three basic DC-DC converters: buck, boost and buck-boost topologies.

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KW - Boost

KW - Buck

KW - Buck-Boost

KW - PWM

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M3 - Contribución a la conferencia

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Ramirez-Hernandez J , Juarez-Sandoval OU, Hernandez-Gonzalez L, Hernandez-Ramirez A, Olivares-Dominguez RS. Voltage Control Based on a Back-Propagation Artificial Neural Network Algorithm. In 2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020. Institute of Electrical and Electronics Engineers Inc. 2020. 9258699. (2020 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2020). doi: 10.1109/ROPEC50909.2020.9258699

Voltage Control Based on a Back-Propagation Artificial Neural Network Algorithm

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Keywords

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