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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...
Autores principales: | , , , |
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Lenguaje: | eng |
Publicado: |
2022
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Acceso en línea: | http://cds.cern.ch/record/2846098 |
_version_ | 1780976615498448896 |
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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 |