Publicado

2017-01-01

Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform

Palabras clave:

Fractional Fourier Transform, Nonintrusive Load Monitoring, Flat-Top Distortion, Load Identification, Feature Extraction, Support Vector Machines (es)

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Autores/as

  • Henry Mauricio Cala Castro Universidad Industrial de Santander
  • Yulieth Jimenez Manjarres
  • César Antonio Duarte Gualdrón
  • Rafael Angel Torres Amaris

Nonintrusive load monitoring systems usually achieve load identification by extracting and processing appliance features from aggregated signals in a house. The identification performance depends on the selected feature set and it is expected that this performance remains under distorted conditions. This paper discusses the effect of a flat-top power supply distortion on a residential load identification system with feature extraction based on fractional Fourier transform (FRFT). Three study cases are developed: one case uses only non-distorted data in the training stage and the other two cases include data with distortion. Identification performance is high for the three cases and it enhances when data under distorted conditions are included in the design. The results are compared with a system with feature extraction based on Fourier.

Cómo citar

APA

Cala Castro, H. M., Jimenez Manjarres, Y., Duarte Gualdrón, C. A. y Torres Amaris, R. A. (2017). Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform. Simposio Internacional sobre la Calidad de la Energía Eléctrica - SICEL, 9. https://revistas.unal.edu.co/index.php/SICEL/article/view/64207

ACM

[1]
Cala Castro, H.M., Jimenez Manjarres, Y., Duarte Gualdrón, C.A. y Torres Amaris, R.A. 2017. Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform. Simposio Internacional sobre la Calidad de la Energía Eléctrica - SICEL. 9, (ene. 2017).

ACS

(1)
Cala Castro, H. M.; Jimenez Manjarres, Y.; Duarte Gualdrón, C. A.; Torres Amaris, R. A. Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform. SICEL 2017, 9.

ABNT

CALA CASTRO, H. M.; JIMENEZ MANJARRES, Y.; DUARTE GUALDRÓN, C. A.; TORRES AMARIS, R. A. Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform. Simposio Internacional sobre la Calidad de la Energía Eléctrica - SICEL, [S. l.], v. 9, 2017. Disponível em: https://revistas.unal.edu.co/index.php/SICEL/article/view/64207. Acesso em: 10 feb. 2025.

Chicago

Cala Castro, Henry Mauricio, Yulieth Jimenez Manjarres, César Antonio Duarte Gualdrón, y Rafael Angel Torres Amaris. 2017. «Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform». Simposio Internacional Sobre La Calidad De La Energía Eléctrica - SICEL 9 (enero). https://revistas.unal.edu.co/index.php/SICEL/article/view/64207.

Harvard

Cala Castro, H. M., Jimenez Manjarres, Y., Duarte Gualdrón, C. A. y Torres Amaris, R. A. (2017) «Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform», Simposio Internacional sobre la Calidad de la Energía Eléctrica - SICEL, 9. Disponible en: https://revistas.unal.edu.co/index.php/SICEL/article/view/64207 (Accedido: 10 febrero 2025).

IEEE

[1]
H. M. Cala Castro, Y. Jimenez Manjarres, C. A. Duarte Gualdrón, y R. A. Torres Amaris, «Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform», SICEL, vol. 9, ene. 2017.

MLA

Cala Castro, H. M., Y. Jimenez Manjarres, C. A. Duarte Gualdrón, y R. A. Torres Amaris. «Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform». Simposio Internacional sobre la Calidad de la Energía Eléctrica - SICEL, vol. 9, enero de 2017, https://revistas.unal.edu.co/index.php/SICEL/article/view/64207.

Turabian

Cala Castro, Henry Mauricio, Yulieth Jimenez Manjarres, César Antonio Duarte Gualdrón, y Rafael Angel Torres Amaris. «Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform». Simposio Internacional sobre la Calidad de la Energía Eléctrica - SICEL 9 (enero 1, 2017). Accedido febrero 10, 2025. https://revistas.unal.edu.co/index.php/SICEL/article/view/64207.

Vancouver

1.
Cala Castro HM, Jimenez Manjarres Y, Duarte Gualdrón CA, Torres Amaris RA. Effect of A Flat-Top Distortion on A Load Identification System with Feature Extraction Based on Fractional Fourier Transform. SICEL [Internet]. 1 de enero de 2017 [citado 10 de febrero de 2025];9. Disponible en: https://revistas.unal.edu.co/index.php/SICEL/article/view/64207

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