Optimization of a neural architecture for the direct control of a Boost converter

Authors

  • Fredy Hernán Martínez Sarmiento Universidad Distrital Francisco José de Caldas
  • Diego Fernando Gomez Molano Wood Group ESP
  • Mariela Castiblanco Ortiz Distrital University "Francisco Jose de Caldas"

Abstract (es)

In research related to control of DC/DC converters, artifi cial intelligence techniques are a great improvement  in  the  design  and  performance. However, some of these tools require the use of trial and error strategies in the design, making it diffi cult to obtain an optimal structure. In this pa-per, we propose a direct control based on artifi cial neural network, whose design has been optimized using  bio-inspired  searching  strategies,  with  the idea of    optimizing simultaneously two different but important aspects of the network: architecture and  weights  connections.  The  control  was  successfully  applied  to  a  boost  type  converter. The results obtained allow us to observe the dynamic performance of the scheme, in which the response time  and  variation  in  the  output  voltage  can  be concluded  that  the  criteria  used  for  the  control loop design were appropriate.

Author Biographies

Fredy Hernán Martínez Sarmiento, Universidad Distrital Francisco José de Caldas

Ingeniero electricista. Docente de la Universidad Distrital Francisco José de Caldas. Bogotá.

Diego Fernando Gomez Molano, Wood Group ESP

Distribution and Power Networks engineer, Master student in Electrical Engineer. Wood Group ESP Bogotá. Bogotá.

Mariela Castiblanco Ortiz, Distrital University "Francisco Jose de Caldas"

Electronic Engineer, master candidate in industrial Automation. Professor at the Distrital University Francisco Jose de Caldas. Bogotá.

How to Cite

APA

Martínez Sarmiento, F. H., Gomez Molano, D. F., and Castiblanco Ortiz, M. (2012). Optimization of a neural architecture for the direct control of a Boost converter. Tecnura, 16(32), 41–49. https://doi.org/10.14483/udistrital.jour.tecnura.2012.2.a03

ACM

[1]
Martínez Sarmiento, F.H. et al. 2012. Optimization of a neural architecture for the direct control of a Boost converter. Tecnura. 16, 32 (Apr. 2012), 41–49. DOI:https://doi.org/10.14483/udistrital.jour.tecnura.2012.2.a03.

ACS

(1)
Martínez Sarmiento, F. H.; Gomez Molano, D. F.; Castiblanco Ortiz, M. Optimization of a neural architecture for the direct control of a Boost converter. Tecnura 2012, 16, 41-49.

ABNT

MARTÍNEZ SARMIENTO, Fredy Hernán; GOMEZ MOLANO, Diego Fernando; CASTIBLANCO ORTIZ, Mariela. Optimization of a neural architecture for the direct control of a Boost converter. Tecnura, [S. l.], v. 16, n. 32, p. 41–49, 2012. DOI: 10.14483/udistrital.jour.tecnura.2012.2.a03. Disponível em: https://revistas.udistrital.edu.co/index.php/Tecnura/article/view/6772. Acesso em: 11 may. 2024.

Chicago

Martínez Sarmiento, Fredy Hernán, Diego Fernando Gomez Molano, and Mariela Castiblanco Ortiz. 2012. “Optimization of a neural architecture for the direct control of a Boost converter”. Tecnura 16 (32):41-49. https://doi.org/10.14483/udistrital.jour.tecnura.2012.2.a03.

Harvard

Martínez Sarmiento, F. H., Gomez Molano, D. F. and Castiblanco Ortiz, M. (2012) “Optimization of a neural architecture for the direct control of a Boost converter”, Tecnura, 16(32), pp. 41–49. doi: 10.14483/udistrital.jour.tecnura.2012.2.a03.

IEEE

[1]
F. H. Martínez Sarmiento, D. F. Gomez Molano, and M. Castiblanco Ortiz, “Optimization of a neural architecture for the direct control of a Boost converter”, Tecnura, vol. 16, no. 32, pp. 41–49, Apr. 2012.

MLA

Martínez Sarmiento, Fredy Hernán, et al. “Optimization of a neural architecture for the direct control of a Boost converter”. Tecnura, vol. 16, no. 32, Apr. 2012, pp. 41-49, doi:10.14483/udistrital.jour.tecnura.2012.2.a03.

Turabian

Martínez Sarmiento, Fredy Hernán, Diego Fernando Gomez Molano, and Mariela Castiblanco Ortiz. “Optimization of a neural architecture for the direct control of a Boost converter”. Tecnura 16, no. 32 (April 1, 2012): 41–49. Accessed May 11, 2024. https://revistas.udistrital.edu.co/index.php/Tecnura/article/view/6772.

Vancouver

1.
Martínez Sarmiento FH, Gomez Molano DF, Castiblanco Ortiz M. Optimization of a neural architecture for the direct control of a Boost converter. Tecnura [Internet]. 2012 Apr. 1 [cited 2024 May 11];16(32):41-9. Available from: https://revistas.udistrital.edu.co/index.php/Tecnura/article/view/6772

Download Citation

Visitas

159

Dimensions


PlumX


Downloads

Download data is not yet available.

Most read articles by the same author(s)

1 2 3 > >> 
Loading...