A New Design Optimization Method for Permanent Magnet Synchronous Linear Motors
This study focused on the design optimization of permanent magnet synchronous linear motors (PMSLM) that are applied in microsecond laser cutting machines. A new design optimization method was introduced to enhance PMSLM performances in terms of motor thrust, thrust ripple, and inductive electromoti...
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doaj-63b6450ea41f4200bde7e395d3b08c392020-11-24T21:23:43ZengMDPI AGEnergies1996-10732016-11-0191299210.3390/en9120992en9120992A New Design Optimization Method for Permanent Magnet Synchronous Linear MotorsJuncai Song0Fei Dong1Jiwen Zhao2Siliang Lu3Le Li4Zhenbao Pan5College of Electrical Engineering and Automation, Anhui University, Hefei 230601, ChinaCollege of Electrical Engineering and Automation, Anhui University, Hefei 230601, ChinaCollege of Electrical Engineering and Automation, Anhui University, Hefei 230601, ChinaCollege of Electrical Engineering and Automation, Anhui University, Hefei 230601, ChinaCollege of Electrical Engineering and Automation, Anhui University, Hefei 230601, ChinaCollege of Electrical Engineering and Automation, Anhui University, Hefei 230601, ChinaThis study focused on the design optimization of permanent magnet synchronous linear motors (PMSLM) that are applied in microsecond laser cutting machines. A new design optimization method was introduced to enhance PMSLM performances in terms of motor thrust, thrust ripple, and inductive electromotive force (EMF). Based on accurate 3D finite element analysis (3D-FEA), a multiple support vector machine (multi-SVM) was proposed to build a non-parametric quick calculation model by mapping the relation between multivariate structure parameters and multivariate operation performances. The gravity center neighborhood algorithm (GCNA) was also applied to search the global optimal combination of the structure parameters by locating the gravity center of the multi-SVM model. The superiority and validity of this method are verified by experiments.http://www.mdpi.com/1996-1073/9/12/992permanent magnet linear synchronous motors (PMSLM)thrustthrust ripple3D finite element analysis (3D-FEA)multiple support vector machine (multi-SVM)non-parametric quick calculation modelgravity center neighborhood algorithm (GCNA) |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Juncai Song Fei Dong Jiwen Zhao Siliang Lu Le Li Zhenbao Pan |
spellingShingle |
Juncai Song Fei Dong Jiwen Zhao Siliang Lu Le Li Zhenbao Pan A New Design Optimization Method for Permanent Magnet Synchronous Linear Motors Energies permanent magnet linear synchronous motors (PMSLM) thrust thrust ripple 3D finite element analysis (3D-FEA) multiple support vector machine (multi-SVM) non-parametric quick calculation model gravity center neighborhood algorithm (GCNA) |
author_facet |
Juncai Song Fei Dong Jiwen Zhao Siliang Lu Le Li Zhenbao Pan |
author_sort |
Juncai Song |
title |
A New Design Optimization Method for Permanent Magnet Synchronous Linear Motors |
title_short |
A New Design Optimization Method for Permanent Magnet Synchronous Linear Motors |
title_full |
A New Design Optimization Method for Permanent Magnet Synchronous Linear Motors |
title_fullStr |
A New Design Optimization Method for Permanent Magnet Synchronous Linear Motors |
title_full_unstemmed |
A New Design Optimization Method for Permanent Magnet Synchronous Linear Motors |
title_sort |
new design optimization method for permanent magnet synchronous linear motors |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2016-11-01 |
description |
This study focused on the design optimization of permanent magnet synchronous linear motors (PMSLM) that are applied in microsecond laser cutting machines. A new design optimization method was introduced to enhance PMSLM performances in terms of motor thrust, thrust ripple, and inductive electromotive force (EMF). Based on accurate 3D finite element analysis (3D-FEA), a multiple support vector machine (multi-SVM) was proposed to build a non-parametric quick calculation model by mapping the relation between multivariate structure parameters and multivariate operation performances. The gravity center neighborhood algorithm (GCNA) was also applied to search the global optimal combination of the structure parameters by locating the gravity center of the multi-SVM model. The superiority and validity of this method are verified by experiments. |
topic |
permanent magnet linear synchronous motors (PMSLM) thrust thrust ripple 3D finite element analysis (3D-FEA) multiple support vector machine (multi-SVM) non-parametric quick calculation model gravity center neighborhood algorithm (GCNA) |
url |
http://www.mdpi.com/1996-1073/9/12/992 |
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