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Inductor Design Optimization Using FEA Supervised Machine Learning

An optimal inductor design methodology using dimensioning models derived from Finite Element Analysis (FEA) supervised Artificial Neural Networks (ANN) is presented. The efficiency of such trained ANN dimensioning models in terms of compromise between precision and computing time is demonstrated for...

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Detalles Bibliográficos
Autores principales: Cajander, D, Viarouge, I, Viarouge, P, Aguglia, D
Lenguaje:eng
Publicado: 2022
Acceso en línea:http://cds.cern.ch/record/2846098
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author Cajander, D
Viarouge, I
Viarouge, P
Aguglia, D
author_facet Cajander, D
Viarouge, I
Viarouge, P
Aguglia, D
author_sort Cajander, D
collection CERN
description An optimal inductor design methodology using dimensioning models derived from Finite Element Analysis (FEA) supervised Artificial Neural Networks (ANN) is presented. The efficiency of such trained ANN dimensioning models in terms of compromise between precision and computing time is demonstrated for the cylindrical inductor topology with air and magnetic material core including saturation.
id cern-2846098
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2022
record_format invenio
spelling cern-28460982023-01-13T22:19:06Zhttp://cds.cern.ch/record/2846098engCajander, DViarouge, IViarouge, PAguglia, DInductor Design Optimization Using FEA Supervised Machine LearningAn optimal inductor design methodology using dimensioning models derived from Finite Element Analysis (FEA) supervised Artificial Neural Networks (ANN) is presented. The efficiency of such trained ANN dimensioning models in terms of compromise between precision and computing time is demonstrated for the cylindrical inductor topology with air and magnetic material core including saturation.oai:cds.cern.ch:28460982022
spellingShingle Cajander, D
Viarouge, I
Viarouge, P
Aguglia, D
Inductor Design Optimization Using FEA Supervised Machine Learning
title Inductor Design Optimization Using FEA Supervised Machine Learning
title_full Inductor Design Optimization Using FEA Supervised Machine Learning
title_fullStr Inductor Design Optimization Using FEA Supervised Machine Learning
title_full_unstemmed Inductor Design Optimization Using FEA Supervised Machine Learning
title_short Inductor Design Optimization Using FEA Supervised Machine Learning
title_sort inductor design optimization using fea supervised machine learning
url http://cds.cern.ch/record/2846098
work_keys_str_mv AT cajanderd inductordesignoptimizationusingfeasupervisedmachinelearning
AT viarougei inductordesignoptimizationusingfeasupervisedmachinelearning
AT viarougep inductordesignoptimizationusingfeasupervisedmachinelearning
AT agugliad inductordesignoptimizationusingfeasupervisedmachinelearning