LAPSE:2018.0696
Published Article
LAPSE:2018.0696
Online Speed Estimation Using Artificial Neural Network for Speed Sensorless Direct Torque Control of Induction Motor based on Constant V/F Control Technique
Narongrit Pimkumwong, Ming-Shyan Wang
September 21, 2018
This paper presents the speed estimator for speed sensorless direct torque control of a three-phase induction motor based on constant voltage per frequency (V/F) control technique, using artificial neural network (ANN). The estimated stator current equation is derived and rearranged consistent with the control algorithm and ANN structure. For the speed estimation, a weight in ANN, which relates to the speed, is adjusted by using Widrow⁻Hoff learning rule to minimize the sum of squared errors between the measured stator current and the estimated stator current from ANN output. The consequence of using this method leads to the ability of online speed estimation and simple ANN structure. The simulation and experimental results in high- and low-speed regions have confirmed the validity of the proposed speed estimation method.
Keywords
artificial neural network, direct torque control, induction motor drives, speed estimation
Suggested Citation
Pimkumwong N, Wang MS. Online Speed Estimation Using Artificial Neural Network for Speed Sensorless Direct Torque Control of Induction Motor based on Constant V/F Control Technique. (2018). LAPSE:2018.0696
Author Affiliations
Pimkumwong N: Department of Electrical Engineering, Southern Taiwan University of Science and Technology, No.1, Nan-Tai Street, Yung Kang District, Tainan City 71005, Taiwan
Wang MS: Department of Electrical Engineering, Southern Taiwan University of Science and Technology, No.1, Nan-Tai Street, Yung Kang District, Tainan City 71005, Taiwan
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Journal Name
Energies
Volume
11
Issue
8
Article Number
E2176
Year
2018
Publication Date
2018-08-20
Published Version
ISSN
1996-1073
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PII: en11082176, Publication Type: Journal Article
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LAPSE:2018.0696
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doi:10.3390/en11082176
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Sep 21, 2018
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Sep 21, 2018
 
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Sep 21, 2018
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Original Submitter
Calvin Tsay
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