Design and Implementation of a Novel Intelligent Strategy for the Permanent Magnet Synchronous Motor Emulation
In this paper, an intelligent neural network-based controller is designed and implemented to control the speed of a permanent magnet synchronous motor (PMSM). First, the exact mathematical model of PMSM is presented, and then, by designing a controller, we apply the wind turbine emulation challenges...
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| Format: | Article |
| Language: | English |
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Wiley
2022-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2022/4936167 |
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| _version_ | 1832549578353672192 |
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| author | Hamed Zeinoddini-Meymand Salah Kamel Baseem Khan |
| author_facet | Hamed Zeinoddini-Meymand Salah Kamel Baseem Khan |
| author_sort | Hamed Zeinoddini-Meymand |
| collection | DOAJ |
| description | In this paper, an intelligent neural network-based controller is designed and implemented to control the speed of a permanent magnet synchronous motor (PMSM). First, the exact mathematical model of PMSM is presented, and then, by designing a controller, we apply the wind turbine emulation challenges. The designed controller for the first time is implemented on a Arm Cortex-M microcontroller and tested on a laboratory PMSM. Since online learning neural network on a chip requires a strong processor, high memory, and convergence guarantee, this article uses the offline method. In this method, first, for different work points, the neural network is trained by local controllers, and then, the trained network is implemented on the chip and used. Uncertainty in the parameters and the effect of load torque as challenges of control systems are applied in the proposed method, and a comparison with other methods is performed in the implementation results section. |
| format | Article |
| id | doaj-art-63a9d29b57a34317a45fd99708fca4ab |
| institution | Kabale University |
| issn | 1099-0526 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj-art-63a9d29b57a34317a45fd99708fca4ab2025-02-03T06:10:55ZengWileyComplexity1099-05262022-01-01202210.1155/2022/4936167Design and Implementation of a Novel Intelligent Strategy for the Permanent Magnet Synchronous Motor EmulationHamed Zeinoddini-Meymand0Salah Kamel1Baseem Khan2Department of Electrical and Computer EngineeringDepartment of Electrical EngineeringDepartment of Electrical EngineeringIn this paper, an intelligent neural network-based controller is designed and implemented to control the speed of a permanent magnet synchronous motor (PMSM). First, the exact mathematical model of PMSM is presented, and then, by designing a controller, we apply the wind turbine emulation challenges. The designed controller for the first time is implemented on a Arm Cortex-M microcontroller and tested on a laboratory PMSM. Since online learning neural network on a chip requires a strong processor, high memory, and convergence guarantee, this article uses the offline method. In this method, first, for different work points, the neural network is trained by local controllers, and then, the trained network is implemented on the chip and used. Uncertainty in the parameters and the effect of load torque as challenges of control systems are applied in the proposed method, and a comparison with other methods is performed in the implementation results section.http://dx.doi.org/10.1155/2022/4936167 |
| spellingShingle | Hamed Zeinoddini-Meymand Salah Kamel Baseem Khan Design and Implementation of a Novel Intelligent Strategy for the Permanent Magnet Synchronous Motor Emulation Complexity |
| title | Design and Implementation of a Novel Intelligent Strategy for the Permanent Magnet Synchronous Motor Emulation |
| title_full | Design and Implementation of a Novel Intelligent Strategy for the Permanent Magnet Synchronous Motor Emulation |
| title_fullStr | Design and Implementation of a Novel Intelligent Strategy for the Permanent Magnet Synchronous Motor Emulation |
| title_full_unstemmed | Design and Implementation of a Novel Intelligent Strategy for the Permanent Magnet Synchronous Motor Emulation |
| title_short | Design and Implementation of a Novel Intelligent Strategy for the Permanent Magnet Synchronous Motor Emulation |
| title_sort | design and implementation of a novel intelligent strategy for the permanent magnet synchronous motor emulation |
| url | http://dx.doi.org/10.1155/2022/4936167 |
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