Modelling a permanent magnet synchronous motor in FEniCSx for parallel high-performance simulations
There are concerns that the extreme requirements of heavy-duty vehicles and aviation will see them left behind in the electrification of the transport sector, becoming the most significant emitters of greenhouse gases. Engineers extensively use the finite element method to analyse and improve the pe...
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| Published in: | Finite elements in analysis and design Vol. 204; p. 103755 |
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| Main Authors: | , , , , |
| Format: | Journal Article |
| Language: | English |
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Amsterdam
Elsevier B.V
01.07.2022
Elsevier BV |
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| ISSN: | 0168-874X, 1872-6925 |
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| Abstract | There are concerns that the extreme requirements of heavy-duty vehicles and aviation will see them left behind in the electrification of the transport sector, becoming the most significant emitters of greenhouse gases. Engineers extensively use the finite element method to analyse and improve the performance of electric machines, but new highly scalable methods with a linear (or near) time complexity are required to make extreme-scale models viable. This paper introduces a three-dimensional permanent magnet synchronous motor model using FEniCSx, a finite element platform tailored for efficient computing and data handling at scale. The model demonstrates comparable magnetic flux density distributions to a verification model built in Ansys Maxwell with a maximum deviation of 7% in the motor’s static regions. Solving the largest mesh, comprising over eight million cells, displayed a speedup of 198 at 512 processes. A preconditioned Krylov subspace method was used to solve the system, requiring 92% less memory than a direct solution. It is expected that advances built on this approach will allow system-level multiphysics simulations to become feasible within electric machine development. This capability could provide the near real-world accuracy needed to bring electric propulsion systems to large vehicles.
•Stable and scalable electric machine analysis is possible using iterative methods.•Open-source solvers can leverage the advantages of high-performance computing.•The parallel performance of FEniCSx exceeds an established electromagnetic code. |
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| AbstractList | There are concerns that the extreme requirements of heavy-duty vehicles and aviation will see them left behind in the electrification of the transport sector, becoming the most significant emitters of greenhouse gases. Engineers extensively use the finite element method to analyse and improve the performance of electric machines, but new highly scalable methods with a linear (or near) time complexity are required to make extreme-scale models viable. This paper introduces a three-dimensional permanent magnet synchronous motor model using FEniCSx, a finite element platform tailored for efficient computing and data handling at scale. The model demonstrates comparable magnetic flux density distributions to a verification model built in Ansys Maxwell with a maximum deviation of 7% in the motor's static regions. Solving the largest mesh, comprising over eight million cells, displayed a speedup of 198 at 512 processes. A preconditioned Krylov subspace method was used to solve the system, requiring 92% less memory than a direct solution. It is expected that advances built on this approach will allow system-level multiphysics simulations to become feasible within electric machine development. This capability could provide the near real-world accuracy needed to bring electric propulsion systems to large vehicles. There are concerns that the extreme requirements of heavy-duty vehicles and aviation will see them left behind in the electrification of the transport sector, becoming the most significant emitters of greenhouse gases. Engineers extensively use the finite element method to analyse and improve the performance of electric machines, but new highly scalable methods with a linear (or near) time complexity are required to make extreme-scale models viable. This paper introduces a three-dimensional permanent magnet synchronous motor model using FEniCSx, a finite element platform tailored for efficient computing and data handling at scale. The model demonstrates comparable magnetic flux density distributions to a verification model built in Ansys Maxwell with a maximum deviation of 7% in the motor’s static regions. Solving the largest mesh, comprising over eight million cells, displayed a speedup of 198 at 512 processes. A preconditioned Krylov subspace method was used to solve the system, requiring 92% less memory than a direct solution. It is expected that advances built on this approach will allow system-level multiphysics simulations to become feasible within electric machine development. This capability could provide the near real-world accuracy needed to bring electric propulsion systems to large vehicles. •Stable and scalable electric machine analysis is possible using iterative methods.•Open-source solvers can leverage the advantages of high-performance computing.•The parallel performance of FEniCSx exceeds an established electromagnetic code. |
| ArticleNumber | 103755 |
| Author | Palumbo, Nunzio McDonagh, James Dimov, Nikolay Yousif, Nada Cherukunnath, Neeraj |
| Author_xml | – sequence: 1 givenname: James orcidid: 0000-0002-2774-7177 surname: McDonagh fullname: McDonagh, James email: james.d.mcdonagh@outlook.com organization: School of Physics, Engineering and Computer Science, University of Hertfordshire, Hatfield, AL10 9AB, United Kingdom – sequence: 2 givenname: Nunzio surname: Palumbo fullname: Palumbo, Nunzio organization: Future Methods, Rolls-Royce plc, Derby, DE24 8BJ, United Kingdom – sequence: 3 givenname: Neeraj surname: Cherukunnath fullname: Cherukunnath, Neeraj organization: Future Methods, Rolls-Royce plc, Derby, DE24 8BJ, United Kingdom – sequence: 4 givenname: Nikolay surname: Dimov fullname: Dimov, Nikolay organization: School of Physics, Engineering and Computer Science, University of Hertfordshire, Hatfield, AL10 9AB, United Kingdom – sequence: 5 givenname: Nada surname: Yousif fullname: Yousif, Nada organization: School of Physics, Engineering and Computer Science, University of Hertfordshire, Hatfield, AL10 9AB, United Kingdom |
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| Keywords | Finite element method Open-source software FEniCS Electric machine High-performance computing Maxwell’s equations |
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| SubjectTerms | Electric machine Electric propulsion Electrification Emitters FEniCS Finite element method Flux density Greenhouse gases Heavy vehicles High-performance computing Magnetic flux Maxwell’s equations Open-source software Performance enhancement Permanent magnets Propulsion systems Scale models Subspace methods Synchronous motors Transportation industry |
| Title | Modelling a permanent magnet synchronous motor in FEniCSx for parallel high-performance simulations |
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