Automatic Tolerance Analysis of Permanent Magnet Machines with Encapsuled FEM Models Using Digital-Twin-Distiller

Tolerance analysis is crucial in every manufacturing process, such as electrical machine design, because tight tolerances lead to high manufacturing costs. A FEM-based solution of the tolerance analysis of an electrical machine can easily lead to a computationally expensive problem. Many papers have...

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Autores principales: Tamás Orosz, Krisztián Gadó, Mihály Katona, Anton Rassõlkin
Formato: article
Lenguaje:EN
Publicado: MDPI AG 2021
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FEM
Acceso en línea:https://doaj.org/article/d21b236d51e74535a7fae28bf4ff8288
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spelling oai:doaj.org-article:d21b236d51e74535a7fae28bf4ff82882021-11-25T18:52:05ZAutomatic Tolerance Analysis of Permanent Magnet Machines with Encapsuled FEM Models Using Digital-Twin-Distiller10.3390/pr91120772227-9717https://doaj.org/article/d21b236d51e74535a7fae28bf4ff82882021-11-01T00:00:00Zhttps://www.mdpi.com/2227-9717/9/11/2077https://doaj.org/toc/2227-9717Tolerance analysis is crucial in every manufacturing process, such as electrical machine design, because tight tolerances lead to high manufacturing costs. A FEM-based solution of the tolerance analysis of an electrical machine can easily lead to a computationally expensive problem. Many papers have proposed the design of experiments, surrogate-model-based methodologies, to reduce the computational demand of this problem. However, these papers did not focus on the information loss and the limitations of the applied methodologies. Regardless, the absolute value of the calculated tolerance and the numerical error of the applied numerical methods can be in the same order of magnitude. In this paper, the tolerance and the sensitivity of BLDC machines’ cogging torque are analysed using different methodologies. The results show that the manufacturing tolerances can have a significant effect on the calculated parameters, and that the mean value of the calculated cogging torque increases. The design of the experiment-based methodologies significantly reduced the calculation time, and shows that the encapsulated FEM model can be invoked from an external system-level optimization to examine the design from different aspects.Tamás OroszKrisztián GadóMihály KatonaAnton RassõlkinMDPI AGarticleFEMelectrical machinesdigital twintolerance analysisChemical technologyTP1-1185ChemistryQD1-999ENProcesses, Vol 9, Iss 2077, p 2077 (2021)
institution DOAJ
collection DOAJ
language EN
topic FEM
electrical machines
digital twin
tolerance analysis
Chemical technology
TP1-1185
Chemistry
QD1-999
spellingShingle FEM
electrical machines
digital twin
tolerance analysis
Chemical technology
TP1-1185
Chemistry
QD1-999
Tamás Orosz
Krisztián Gadó
Mihály Katona
Anton Rassõlkin
Automatic Tolerance Analysis of Permanent Magnet Machines with Encapsuled FEM Models Using Digital-Twin-Distiller
description Tolerance analysis is crucial in every manufacturing process, such as electrical machine design, because tight tolerances lead to high manufacturing costs. A FEM-based solution of the tolerance analysis of an electrical machine can easily lead to a computationally expensive problem. Many papers have proposed the design of experiments, surrogate-model-based methodologies, to reduce the computational demand of this problem. However, these papers did not focus on the information loss and the limitations of the applied methodologies. Regardless, the absolute value of the calculated tolerance and the numerical error of the applied numerical methods can be in the same order of magnitude. In this paper, the tolerance and the sensitivity of BLDC machines’ cogging torque are analysed using different methodologies. The results show that the manufacturing tolerances can have a significant effect on the calculated parameters, and that the mean value of the calculated cogging torque increases. The design of the experiment-based methodologies significantly reduced the calculation time, and shows that the encapsulated FEM model can be invoked from an external system-level optimization to examine the design from different aspects.
format article
author Tamás Orosz
Krisztián Gadó
Mihály Katona
Anton Rassõlkin
author_facet Tamás Orosz
Krisztián Gadó
Mihály Katona
Anton Rassõlkin
author_sort Tamás Orosz
title Automatic Tolerance Analysis of Permanent Magnet Machines with Encapsuled FEM Models Using Digital-Twin-Distiller
title_short Automatic Tolerance Analysis of Permanent Magnet Machines with Encapsuled FEM Models Using Digital-Twin-Distiller
title_full Automatic Tolerance Analysis of Permanent Magnet Machines with Encapsuled FEM Models Using Digital-Twin-Distiller
title_fullStr Automatic Tolerance Analysis of Permanent Magnet Machines with Encapsuled FEM Models Using Digital-Twin-Distiller
title_full_unstemmed Automatic Tolerance Analysis of Permanent Magnet Machines with Encapsuled FEM Models Using Digital-Twin-Distiller
title_sort automatic tolerance analysis of permanent magnet machines with encapsuled fem models using digital-twin-distiller
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/d21b236d51e74535a7fae28bf4ff8288
work_keys_str_mv AT tamasorosz automatictoleranceanalysisofpermanentmagnetmachineswithencapsuledfemmodelsusingdigitaltwindistiller
AT krisztiangado automatictoleranceanalysisofpermanentmagnetmachineswithencapsuledfemmodelsusingdigitaltwindistiller
AT mihalykatona automatictoleranceanalysisofpermanentmagnetmachineswithencapsuledfemmodelsusingdigitaltwindistiller
AT antonrassolkin automatictoleranceanalysisofpermanentmagnetmachineswithencapsuledfemmodelsusingdigitaltwindistiller
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