Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous Motors
Dual three-phase Permanent Magnet Synchronous Motor (DTP-PMSM) is a nonlinear, strongly coupled, high-order multivariable system. In today's application scenarios, it is difficult for traditional PI controllers to meet the requirements of fast response, high accuracy and good robustness. In ord...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
China Electrotechnical Society
2023-06-01
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| Series: | CES Transactions on Electrical Machines and Systems |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10032058 |
| _version_ | 1797755680838385664 |
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| author | Xiuhong Jiang Yuying Wang Jiarui Dong |
| author_facet | Xiuhong Jiang Yuying Wang Jiarui Dong |
| author_sort | Xiuhong Jiang |
| collection | DOAJ |
| description | Dual three-phase Permanent Magnet Synchronous Motor (DTP-PMSM) is a nonlinear, strongly coupled, high-order multivariable system. In today's application scenarios, it is difficult for traditional PI controllers to meet the requirements of fast response, high accuracy and good robustness. In order to improve the performance of DTP-PMSM speed regulation system, a control strategy of PI controller based on genetic algorithm is proposed. Firstly, the basic mathematical model of DTP-PMSM is established, and the PI parameters of DTP-PMSM speed regulation system are optimized by genetic algorithm, and the modeling and simulation experiments of DTP-PMSM control system are carried out by MATLAB/SIMULINK. The simulation results show that, compared with the traditional PI control, the proposed algorithm significantly improves the performance of the control system, and the speed output overshoot of the GA-PI speed control system is smaller. The anti-interference ability is stronger, and the torque and double three-phase current output fluctuations are smaller. |
| first_indexed | 2024-03-12T17:50:41Z |
| format | Article |
| id | doaj.art-898cf216a7384c319edac7a699aab1ca |
| institution | Directory Open Access Journal |
| issn | 2096-3564 2837-0325 |
| language | English |
| last_indexed | 2024-03-12T17:50:41Z |
| publishDate | 2023-06-01 |
| publisher | China Electrotechnical Society |
| record_format | Article |
| series | CES Transactions on Electrical Machines and Systems |
| spelling | doaj.art-898cf216a7384c319edac7a699aab1ca2023-08-03T08:50:40ZengChina Electrotechnical SocietyCES Transactions on Electrical Machines and Systems2096-35642837-03252023-06-017217117810.30941/CESTEMS.2023.00013Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous MotorsXiuhong Jiang0Yuying Wang1Jiarui Dong2Department of School of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, ChinaDepartment of School of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, ChinaDepartment of School of Electronic Information Engineering, Shenyang Aerospace University, Shenyang, ChinaDual three-phase Permanent Magnet Synchronous Motor (DTP-PMSM) is a nonlinear, strongly coupled, high-order multivariable system. In today's application scenarios, it is difficult for traditional PI controllers to meet the requirements of fast response, high accuracy and good robustness. In order to improve the performance of DTP-PMSM speed regulation system, a control strategy of PI controller based on genetic algorithm is proposed. Firstly, the basic mathematical model of DTP-PMSM is established, and the PI parameters of DTP-PMSM speed regulation system are optimized by genetic algorithm, and the modeling and simulation experiments of DTP-PMSM control system are carried out by MATLAB/SIMULINK. The simulation results show that, compared with the traditional PI control, the proposed algorithm significantly improves the performance of the control system, and the speed output overshoot of the GA-PI speed control system is smaller. The anti-interference ability is stronger, and the torque and double three-phase current output fluctuations are smaller.https://ieeexplore.ieee.org/document/10032058dual three-phase permanent magnet synchronous motorgenetic algorithmpi controlspeed regulation |
| spellingShingle | Xiuhong Jiang Yuying Wang Jiarui Dong Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous Motors CES Transactions on Electrical Machines and Systems dual three-phase permanent magnet synchronous motor genetic algorithm pi control speed regulation |
| title | Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous Motors |
| title_full | Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous Motors |
| title_fullStr | Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous Motors |
| title_full_unstemmed | Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous Motors |
| title_short | Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous Motors |
| title_sort | speed regulation method using genetic algorithm for dual three phase permanent magnet synchronous motors |
| topic | dual three-phase permanent magnet synchronous motor genetic algorithm pi control speed regulation |
| url | https://ieeexplore.ieee.org/document/10032058 |
| work_keys_str_mv | AT xiuhongjiang speedregulationmethodusinggeneticalgorithmfordualthreephasepermanentmagnetsynchronousmotors AT yuyingwang speedregulationmethodusinggeneticalgorithmfordualthreephasepermanentmagnetsynchronousmotors AT jiaruidong speedregulationmethodusinggeneticalgorithmfordualthreephasepermanentmagnetsynchronousmotors |