Online learning artificial neural network controller for a buck converter

Jazmin Ramirez-Hernandez; Oswaldo Ulises Juarez-Sandoval; Kevin Cano-Pulido; Juan Francisco Marquez-Rubio; Nancy Mondragon-Escamilla

doi:10.1109/ROPEC48299.2019.9057071

Online learning artificial neural network controller for a buck converter

Jazmin Ramirez-Hernandez, Oswaldo Ulises Juarez-Sandoval, Kevin Cano-Pulido, Juan Francisco Marquez-Rubio, Nancy Mondragon-Escamilla

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

8 Citas (Scopus)

Resumen

This paper presents an Online Learning Artificial Neural Network Controller (OLANNC) for a DC-DC Buck converter. The proposed control scheme uses a Perceptron Online Learning algorithm to stabilize the output voltage. The OLANNC obtains the appropriate duty cycle of the PWM signal that determines the switching operation of the semiconductor device. To verify the effectiveness of the proposed method, a simulation results are presented with some operations such as reference voltage variations. Comparison with a typical controller is also presented to denote it advantages.

Idioma original	Inglés
Título de la publicación alojada	2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019
Editorial	Institute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)	9781728128986
DOI	https://doi.org/10.1109/ROPEC48299.2019.9057071
Estado	Publicada - nov. 2019
Evento	2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019 - Ixtapa, Guerrero, México Duración: 13 nov. 2019 → 15 nov. 2019

Serie de la publicación

Nombre	2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019

Conferencia

Conferencia	2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019
País/Territorio	México
Ciudad	Ixtapa, Guerrero
Período	13/11/19 → 15/11/19

ODS de las Naciones Unidas

Este resultado contribuye a los siguientes Objetivos de Desarrollo Sostenible

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10.1109/ROPEC48299.2019.9057071

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Ramirez-Hernandez, J., Juarez-Sandoval, O. U., Cano-Pulido, K., Marquez-Rubio, J. F., & Mondragon-Escamilla, N. (2019). Online learning artificial neural network controller for a buck converter. En 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019 Artículo 9057071 (2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ROPEC48299.2019.9057071

Ramirez-Hernandez, Jazmin ; Juarez-Sandoval, Oswaldo Ulises ; Cano-Pulido, Kevin et al. / Online learning artificial neural network controller for a buck converter. 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019. Institute of Electrical and Electronics Engineers Inc., 2019. (2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019).

@inproceedings{c68a85f706e348e89ee9fbbdfbc18028,

title = "Online learning artificial neural network controller for a buck converter",

abstract = "This paper presents an Online Learning Artificial Neural Network Controller (OLANNC) for a DC-DC Buck converter. The proposed control scheme uses a Perceptron Online Learning algorithm to stabilize the output voltage. The OLANNC obtains the appropriate duty cycle of the PWM signal that determines the switching operation of the semiconductor device. To verify the effectiveness of the proposed method, a simulation results are presented with some operations such as reference voltage variations. Comparison with a typical controller is also presented to denote it advantages.",

keywords = "Artificial Neural Network, Buck converter, PWM, Power converter",

author = "Jazmin Ramirez-Hernandez and Juarez-Sandoval, {Oswaldo Ulises} and Kevin Cano-Pulido and Marquez-Rubio, {Juan Francisco} and Nancy Mondragon-Escamilla",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019 ; Conference date: 13-11-2019 Through 15-11-2019",

year = "2019",

month = nov,

doi = "10.1109/ROPEC48299.2019.9057071",

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

series = "2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019",

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

booktitle = "2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019",

address = "Estados Unidos",

}

Ramirez-Hernandez, J , Juarez-Sandoval, OU , Cano-Pulido, K , Marquez-Rubio, JF & Mondragon-Escamilla, N 2019, Online learning artificial neural network controller for a buck converter. En 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019., 9057071, 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019, Institute of Electrical and Electronics Engineers Inc., 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019, Ixtapa, Guerrero, México, 13/11/19. https://doi.org/10.1109/ROPEC48299.2019.9057071

Online learning artificial neural network controller for a buck converter. / Ramirez-Hernandez, Jazmin ; Juarez-Sandoval, Oswaldo Ulises ; Cano-Pulido, Kevin et al.
2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019. Institute of Electrical and Electronics Engineers Inc., 2019. 9057071 (2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

TY - GEN

T1 - Online learning artificial neural network controller for a buck converter

AU - Ramirez-Hernandez, Jazmin

AU - Juarez-Sandoval, Oswaldo Ulises

AU - Cano-Pulido, Kevin

AU - Marquez-Rubio, Juan Francisco

AU - Mondragon-Escamilla, Nancy

PY - 2019/11

Y1 - 2019/11

N2 - This paper presents an Online Learning Artificial Neural Network Controller (OLANNC) for a DC-DC Buck converter. The proposed control scheme uses a Perceptron Online Learning algorithm to stabilize the output voltage. The OLANNC obtains the appropriate duty cycle of the PWM signal that determines the switching operation of the semiconductor device. To verify the effectiveness of the proposed method, a simulation results are presented with some operations such as reference voltage variations. Comparison with a typical controller is also presented to denote it advantages.

AB - This paper presents an Online Learning Artificial Neural Network Controller (OLANNC) for a DC-DC Buck converter. The proposed control scheme uses a Perceptron Online Learning algorithm to stabilize the output voltage. The OLANNC obtains the appropriate duty cycle of the PWM signal that determines the switching operation of the semiconductor device. To verify the effectiveness of the proposed method, a simulation results are presented with some operations such as reference voltage variations. Comparison with a typical controller is also presented to denote it advantages.

KW - Artificial Neural Network

KW - Buck converter

KW - PWM

KW - Power converter

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U2 - 10.1109/ROPEC48299.2019.9057071

DO - 10.1109/ROPEC48299.2019.9057071

M3 - Contribución a la conferencia

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T3 - 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019

BT - 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019

Y2 - 13 November 2019 through 15 November 2019

ER -

Ramirez-Hernandez J , Juarez-Sandoval OU , Cano-Pulido K , Marquez-Rubio JF , Mondragon-Escamilla N. Online learning artificial neural network controller for a buck converter. En 2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019. Institute of Electrical and Electronics Engineers Inc. 2019. 9057071. (2019 IEEE International Autumn Meeting on Power, Electronics and Computing, ROPEC 2019). doi: 10.1109/ROPEC48299.2019.9057071

Online learning artificial neural network controller for a buck converter

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