Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system

Ruben A. Zapatan; Pablo M. Lucero; Eduardo E. Armijos; Jonathan Coronel; Diego R. Cabrera

doi:10.1109/Chilecon.2015.7404684

Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system

Ruben A. Zapatan, Pablo M. Lucero, Eduardo E. Armijos, Jonathan Coronel, Diego R. Cabrera

Research output: Contribution to conference › Paper

Abstract

© 2015 IEEE. In this paper the implementation of a virtual sensor is presented, using an artificial neural network (ANN) in an FPGA system, which will serve to estimate the speed of a DC motor. The acquisition and processing of signals RNA training and detailed architecture implemented in the FPGA is shown. Finally the behavior of the virtual sensor is analyzed in normal and abnormal operating conditions.

Original language	English (US)
Pages	931-935
Number of pages	5
DOIs	https://doi.org/10.1109/Chilecon.2015.7404684
State	Published - 4 Feb 2016
Event	CHILECON 2015 - 2015 IEEE Chilean Conference on Electrical, Electronics Engineering, Information and Communication Technologies, Proceedings of IEEE Chilecon 2015 - Santiago, Chile Duration: 28 Oct 2015 → 30 Oct 2015

Conference

Conference	CHILECON 2015 - 2015 IEEE Chilean Conference on Electrical, Electronics Engineering, Information and Communication Technologies, Proceedings of IEEE Chilecon 2015
Abbreviated title	CHILECON 2015
Country/Territory	Chile
City	Santiago
Period	28/10/15 → 30/10/15

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10.1109/Chilecon.2015.7404684

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Zapatan, R. A., Lucero, P. M., Armijos, E. E., Coronel, J., & Cabrera, D. R. (2016). Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system. 931-935. Paper presented at CHILECON 2015 - 2015 IEEE Chilean Conference on Electrical, Electronics Engineering, Information and Communication Technologies, Proceedings of IEEE Chilecon 2015, Santiago, Chile. https://doi.org/10.1109/Chilecon.2015.7404684

Zapatan, Ruben A. ; Lucero, Pablo M. ; Armijos, Eduardo E. et al. / Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system. Paper presented at CHILECON 2015 - 2015 IEEE Chilean Conference on Electrical, Electronics Engineering, Information and Communication Technologies, Proceedings of IEEE Chilecon 2015, Santiago, Chile.5 p.

@conference{4712065bba7e4081bebf0457e0b15e71,

title = "Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system",

abstract = "{\textcopyright} 2015 IEEE. In this paper the implementation of a virtual sensor is presented, using an artificial neural network (ANN) in an FPGA system, which will serve to estimate the speed of a DC motor. The acquisition and processing of signals RNA training and detailed architecture implemented in the FPGA is shown. Finally the behavior of the virtual sensor is analyzed in normal and abnormal operating conditions.",

author = "Zapatan, {Ruben A.} and Lucero, {Pablo M.} and Armijos, {Eduardo E.} and Jonathan Coronel and Cabrera, {Diego R.}",

year = "2016",

month = feb,

day = "4",

doi = "10.1109/Chilecon.2015.7404684",

language = "English (US)",

pages = "931--935",

note = "CHILECON 2015 - 2015 IEEE Chilean Conference on Electrical, Electronics Engineering, Information and Communication Technologies, Proceedings of IEEE Chilecon 2015, CHILECON 2015 ; Conference date: 28-10-2015 Through 30-10-2015",

}

Zapatan, RA, Lucero, PM, Armijos, EE, Coronel, J & Cabrera, DR 2016, 'Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system', Paper presented at CHILECON 2015 - 2015 IEEE Chilean Conference on Electrical, Electronics Engineering, Information and Communication Technologies, Proceedings of IEEE Chilecon 2015, Santiago, Chile, 28/10/15 - 30/10/15 pp. 931-935. https://doi.org/10.1109/Chilecon.2015.7404684

Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system. / Zapatan, Ruben A.; Lucero, Pablo M.; Armijos, Eduardo E. et al.
2016. 931-935 Paper presented at CHILECON 2015 - 2015 IEEE Chilean Conference on Electrical, Electronics Engineering, Information and Communication Technologies, Proceedings of IEEE Chilecon 2015, Santiago, Chile.

Research output: Contribution to conference › Paper

TY - CONF

T1 - Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system

AU - Zapatan, Ruben A.

AU - Lucero, Pablo M.

AU - Armijos, Eduardo E.

AU - Coronel, Jonathan

AU - Cabrera, Diego R.

PY - 2016/2/4

Y1 - 2016/2/4

N2 - © 2015 IEEE. In this paper the implementation of a virtual sensor is presented, using an artificial neural network (ANN) in an FPGA system, which will serve to estimate the speed of a DC motor. The acquisition and processing of signals RNA training and detailed architecture implemented in the FPGA is shown. Finally the behavior of the virtual sensor is analyzed in normal and abnormal operating conditions.

AB - © 2015 IEEE. In this paper the implementation of a virtual sensor is presented, using an artificial neural network (ANN) in an FPGA system, which will serve to estimate the speed of a DC motor. The acquisition and processing of signals RNA training and detailed architecture implemented in the FPGA is shown. Finally the behavior of the virtual sensor is analyzed in normal and abnormal operating conditions.

U2 - 10.1109/Chilecon.2015.7404684

DO - 10.1109/Chilecon.2015.7404684

M3 - Paper

SP - 931

EP - 935

T2 - CHILECON 2015 - 2015 IEEE Chilean Conference on Electrical, Electronics Engineering, Information and Communication Technologies, Proceedings of IEEE Chilecon 2015

Y2 - 28 October 2015 through 30 October 2015

ER -

Zapatan RA, Lucero PM, Armijos EE, Coronel J, Cabrera DR. Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system. 2016. Paper presented at CHILECON 2015 - 2015 IEEE Chilean Conference on Electrical, Electronics Engineering, Information and Communication Technologies, Proceedings of IEEE Chilecon 2015, Santiago, Chile. doi: 10.1109/Chilecon.2015.7404684

Implementation of a virtual velocity sensor for a DC motor through artificial neural networks in a FPGA system

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