Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/Simulink
In this paper, an Artificial Neural Network (ANN) for accurate estimation of the speed and flux for induction motor (IM) drives has been presented for industrial applications such as electric vehicles (EVs). Two ANN estimators have been designed, one for the rotor speed estimation and the other for...
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| Format: | Article |
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MDPI AG
2022-04-01
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| Series: | Mathematics |
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| Online Access: | https://www.mdpi.com/2227-7390/10/8/1348 |
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| author | Ahmed A. Zaki Diab Mohammed A. Elsawy Kotin A. Denis Salem Alkhalaf Ziad M. Ali |
| author_facet | Ahmed A. Zaki Diab Mohammed A. Elsawy Kotin A. Denis Salem Alkhalaf Ziad M. Ali |
| author_sort | Ahmed A. Zaki Diab |
| collection | DOAJ |
| description | In this paper, an Artificial Neural Network (ANN) for accurate estimation of the speed and flux for induction motor (IM) drives has been presented for industrial applications such as electric vehicles (EVs). Two ANN estimators have been designed, one for the rotor speed estimation and the other for the stator and rotor flux estimation. The input training data has been collected based on the currents and voltage data, while the output training data of the speed and stator and rotor fluxes has been established based on the measured speed and flux estimator-based mathematical model of the IM. The designed ANN estimators can overcome the problem of the parameter’s variations and drift integration problems. Matlab/Simulink has been used to develop and test the ANN estimators. The results prove the ANN estimators’ effectiveness under various operation conditions. |
| first_indexed | 2024-03-09T13:21:18Z |
| format | Article |
| id | doaj.art-5cb29a15d3294940951432b731156dd9 |
| institution | Directory Open Access Journal |
| issn | 2227-7390 |
| language | English |
| last_indexed | 2024-03-09T13:21:18Z |
| publishDate | 2022-04-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Mathematics |
| spelling | doaj.art-5cb29a15d3294940951432b731156dd92023-11-30T21:29:54ZengMDPI AGMathematics2227-73902022-04-01108134810.3390/math10081348Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/SimulinkAhmed A. Zaki Diab0Mohammed A. Elsawy1Kotin A. Denis2Salem Alkhalaf3Ziad M. Ali4Electrical Engineering Department, Faculty of Engineering, Minia University, Minia 61511, EgyptElectrical Engineering Department, Faculty of Engineering, Minia University, Minia 61511, EgyptDepartment of Electric Drive and Automation of Industrial Installations, Novosibirsk State Technical University, 630000 Novosibirsk, RussiaDepartment of Computer, College of Science and Arts in Ar Rass, Qassim University, Ar Rass 58613, Saudi ArabiaCollege of Engineering at Wadi Addawasir, Prince Sattam bin Abdulaziz University, Wadi Addawasir 11991, Saudi ArabiaIn this paper, an Artificial Neural Network (ANN) for accurate estimation of the speed and flux for induction motor (IM) drives has been presented for industrial applications such as electric vehicles (EVs). Two ANN estimators have been designed, one for the rotor speed estimation and the other for the stator and rotor flux estimation. The input training data has been collected based on the currents and voltage data, while the output training data of the speed and stator and rotor fluxes has been established based on the measured speed and flux estimator-based mathematical model of the IM. The designed ANN estimators can overcome the problem of the parameter’s variations and drift integration problems. Matlab/Simulink has been used to develop and test the ANN estimators. The results prove the ANN estimators’ effectiveness under various operation conditions.https://www.mdpi.com/2227-7390/10/8/1348artificial neural networkinduction machines drivesspeedfluxestimation |
| spellingShingle | Ahmed A. Zaki Diab Mohammed A. Elsawy Kotin A. Denis Salem Alkhalaf Ziad M. Ali Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/Simulink Mathematics artificial neural network induction machines drives speed flux estimation |
| title | Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/Simulink |
| title_full | Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/Simulink |
| title_fullStr | Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/Simulink |
| title_full_unstemmed | Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/Simulink |
| title_short | Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/Simulink |
| title_sort | artificial neural based speed and flux estimators for induction machine drives with matlab simulink |
| topic | artificial neural network induction machines drives speed flux estimation |
| url | https://www.mdpi.com/2227-7390/10/8/1348 |
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