2016
DOI: 10.3390/en9120992
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A New Design Optimization Method for Permanent Magnet Synchronous Linear Motors

Abstract: 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 mul… Show more

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Cited by 14 publications
(8 citation statements)
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“…From the perspective of social research, one of the advantages of correspondence analysis is that it is used to analyze qualitative data and does not impose special requirements regarding the distributions that the analyzed variables should be subject to. Since the method of multiple correspondence analysis is widely described in the literature (Abdi, 2003;Kroonenberg & Greenacre, 2004;Abdi & Valentin, 2007;Greenacre, 2007;Hwang et al, 2009;Abdi et al, 2013;Song et al, 2016;Bai et al, 2017;Kokkoris et al, 2020;Cacuci, 2021;Dorado & Almendros, 2021), the description of its procedure is shown in general terms, indicating its steps.…”
Section: Methodsmentioning
confidence: 99%
“…From the perspective of social research, one of the advantages of correspondence analysis is that it is used to analyze qualitative data and does not impose special requirements regarding the distributions that the analyzed variables should be subject to. Since the method of multiple correspondence analysis is widely described in the literature (Abdi, 2003;Kroonenberg & Greenacre, 2004;Abdi & Valentin, 2007;Greenacre, 2007;Hwang et al, 2009;Abdi et al, 2013;Song et al, 2016;Bai et al, 2017;Kokkoris et al, 2020;Cacuci, 2021;Dorado & Almendros, 2021), the description of its procedure is shown in general terms, indicating its steps.…”
Section: Methodsmentioning
confidence: 99%
“…Reference [4] uses support vector machine to fit the relationship between the structural parameters and the operating performance of linear motor, and then proposes a filled particle swarm optimization algorithm to optimize the model. Literature [5][6] uses hierarchical optimization strategy to grade the performance indexes of hybrid permanent magnet excitation motor, and achieves the compromise optimization of five design objectives. Since the optimization of the performance index of the electromagnetic actuator is a high-dimensional nonlinear problem, it is necessary to use intelligent algorithms to optimize the approximate model of the performance index.…”
Section: Introductionmentioning
confidence: 99%
“…Optimisation of motor design is a multi-objective problem produced by the huge number of objectives, design factors and constraints [7][8][9][10][11][12][13][14]. Several studies on motor design optimisation are carried out, and the techniques can be roughly concluded as two types: analytical method and finite element analysis (FEA) method.…”
Section: Introductionmentioning
confidence: 99%