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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Main Authors: Juncai Song, Fei Dong, Jiwen Zhao, Siliang Lu, Le Li, Zhenbao Pan
Format: Article
Language:English
Published: MDPI AG 2016-11-01
Series:Energies
Subjects:
Online Access:http://www.mdpi.com/1996-1073/9/12/992
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spelling 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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