Speed estimation of brushless direct current (BLDC) motor with multilayer perceptron

N. Fusun Oyman Serteller; Yasin Bektas; Selçuk Nogay; Tahir Cetin Akinci

Speed estimation of brushless direct current (BLDC) motor with multilayer perceptron

N. Fusun Oyman Serteller, Yasin Bektas, Selçuk Nogay, Tahir Cetin Akinci

Research output: Contribution to journal › Article › peer-review

2 Citations (Scopus)

Abstract

This study used an artificial neural network model to estimate the revolutions per minute of a brushless direct current (BLDC) motor operating at different driver modes and different load currents. The dataset that was used to train and test the artificial neural network model was obtained from experimental applications and was made applicable for the training of a multilayer perceptron. A total of 7643 data items were used in the study. Of these data, 382 were used to test the ANN model. Test results indicated that the multilayer perceptron provided 99.34% estimation and that the target and the results were quite close.

Original language	English
Pages (from-to)	255-260
Number of pages	6
Journal	Przeglad Elektrotechniczny
Volume	88
Issue number	9 A
Publication status	Published - 2012
Externally published	Yes

Keywords

Bacpropagation
Brushless direct current motor (BLDC)
Estimation
Multi-layer perceptron
Speed

Cite this

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title = "Speed estimation of brushless direct current (BLDC) motor with multilayer perceptron",

abstract = "This study used an artificial neural network model to estimate the revolutions per minute of a brushless direct current (BLDC) motor operating at different driver modes and different load currents. The dataset that was used to train and test the artificial neural network model was obtained from experimental applications and was made applicable for the training of a multilayer perceptron. A total of 7643 data items were used in the study. Of these data, 382 were used to test the ANN model. Test results indicated that the multilayer perceptron provided 99.34% estimation and that the target and the results were quite close.",

keywords = "Bacpropagation, Brushless direct current motor (BLDC), Estimation, Multi-layer perceptron, Speed",

author = "Serteller, {N. Fusun Oyman} and Yasin Bektas and Sel{\c c}uk Nogay and Akinci, {Tahir Cetin}",

year = "2012",

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T1 - Speed estimation of brushless direct current (BLDC) motor with multilayer perceptron

AU - Serteller, N. Fusun Oyman

AU - Bektas, Yasin

AU - Nogay, Selçuk

AU - Akinci, Tahir Cetin

PY - 2012

Y1 - 2012

N2 - This study used an artificial neural network model to estimate the revolutions per minute of a brushless direct current (BLDC) motor operating at different driver modes and different load currents. The dataset that was used to train and test the artificial neural network model was obtained from experimental applications and was made applicable for the training of a multilayer perceptron. A total of 7643 data items were used in the study. Of these data, 382 were used to test the ANN model. Test results indicated that the multilayer perceptron provided 99.34% estimation and that the target and the results were quite close.

AB - This study used an artificial neural network model to estimate the revolutions per minute of a brushless direct current (BLDC) motor operating at different driver modes and different load currents. The dataset that was used to train and test the artificial neural network model was obtained from experimental applications and was made applicable for the training of a multilayer perceptron. A total of 7643 data items were used in the study. Of these data, 382 were used to test the ANN model. Test results indicated that the multilayer perceptron provided 99.34% estimation and that the target and the results were quite close.

KW - Bacpropagation

KW - Brushless direct current motor (BLDC)

KW - Estimation

KW - Multi-layer perceptron

KW - Speed

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M3 - Article

AN - SCOPUS:84866169496

SN - 0033-2097

VL - 88

SP - 255

EP - 260

JO - Przeglad Elektrotechniczny

JF - Przeglad Elektrotechniczny

IS - 9 A

ER -

Speed estimation of brushless direct current (BLDC) motor with multilayer perceptron

Abstract

Keywords

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