Multi‐objective optimisation of the HSPMM rotor based on the multi‐physics surrogate model
Abstract High‐speed permanent magnetic machine (HSPMM) is attracting more attention due to its high power density, compact size, small rotating inertia, and rapid response capability. However, the design of the HSPMM rotor is a non‐linear, multi‐physics coupled process that makes it difficult to bui...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2021-12-01
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| Series: | IET Electric Power Applications |
| Subjects: | |
| Online Access: | https://doi.org/10.1049/elp2.12126 |
| _version_ | 1798035995783856128 |
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| author | Rui Dai Yue Zhang Tianyu Wang Fengge Zhang Chris Gerada Yuan Zhang |
| author_facet | Rui Dai Yue Zhang Tianyu Wang Fengge Zhang Chris Gerada Yuan Zhang |
| author_sort | Rui Dai |
| collection | DOAJ |
| description | Abstract High‐speed permanent magnetic machine (HSPMM) is attracting more attention due to its high power density, compact size, small rotating inertia, and rapid response capability. However, the design of the HSPMM rotor is a non‐linear, multi‐physics coupled process that makes it difficult to build an accurate mathematical model for optimisation. This study proposes a multi‐objective optimisation method based on the multi‐physics surrogate model (MPSM). This method uses an MPSM to replace the finite element model (FEM) for optimisation, which can effectively solve the problem of non‐convergence and time consumption of the traditional FEM in the optimisation process. Finally, a 1.1 MW, 18,000 r/min HSPMM is produced and related experiments are carried out; the feasibility of the method proposed in this study for HSPMM optimisation is verified. |
| first_indexed | 2024-04-11T21:06:20Z |
| format | Article |
| id | doaj.art-c9724e886a674855a406d347cdab76c0 |
| institution | Directory Open Access Journal |
| issn | 1751-8660 1751-8679 |
| language | English |
| last_indexed | 2024-04-11T21:06:20Z |
| publishDate | 2021-12-01 |
| publisher | Wiley |
| record_format | Article |
| series | IET Electric Power Applications |
| spelling | doaj.art-c9724e886a674855a406d347cdab76c02022-12-22T04:03:16ZengWileyIET Electric Power Applications1751-86601751-86792021-12-0115121616162910.1049/elp2.12126Multi‐objective optimisation of the HSPMM rotor based on the multi‐physics surrogate modelRui Dai0Yue Zhang1Tianyu Wang2Fengge Zhang3Chris Gerada4Yuan Zhang5School of Electrical Engineering Shenyang University of Technology Shenyang ChinaSchool of Electrical Engineering Shandong University Jinan ChinaDepartment of Mechanical Engineering Shenyang Institute of Engineering Shenyang ChinaSchool of Electrical Engineering Shenyang University of Technology Shenyang ChinaPower Electronics Machine and Control Group University of Nottingham Nottingham UKShandong Ou Ruian Electric Co. Ltd. Qingdao ChinaAbstract High‐speed permanent magnetic machine (HSPMM) is attracting more attention due to its high power density, compact size, small rotating inertia, and rapid response capability. However, the design of the HSPMM rotor is a non‐linear, multi‐physics coupled process that makes it difficult to build an accurate mathematical model for optimisation. This study proposes a multi‐objective optimisation method based on the multi‐physics surrogate model (MPSM). This method uses an MPSM to replace the finite element model (FEM) for optimisation, which can effectively solve the problem of non‐convergence and time consumption of the traditional FEM in the optimisation process. Finally, a 1.1 MW, 18,000 r/min HSPMM is produced and related experiments are carried out; the feasibility of the method proposed in this study for HSPMM optimisation is verified.https://doi.org/10.1049/elp2.12126finite element analysisrotorspermanent magnet machines |
| spellingShingle | Rui Dai Yue Zhang Tianyu Wang Fengge Zhang Chris Gerada Yuan Zhang Multi‐objective optimisation of the HSPMM rotor based on the multi‐physics surrogate model IET Electric Power Applications finite element analysis rotors permanent magnet machines |
| title | Multi‐objective optimisation of the HSPMM rotor based on the multi‐physics surrogate model |
| title_full | Multi‐objective optimisation of the HSPMM rotor based on the multi‐physics surrogate model |
| title_fullStr | Multi‐objective optimisation of the HSPMM rotor based on the multi‐physics surrogate model |
| title_full_unstemmed | Multi‐objective optimisation of the HSPMM rotor based on the multi‐physics surrogate model |
| title_short | Multi‐objective optimisation of the HSPMM rotor based on the multi‐physics surrogate model |
| title_sort | multi objective optimisation of the hspmm rotor based on the multi physics surrogate model |
| topic | finite element analysis rotors permanent magnet machines |
| url | https://doi.org/10.1049/elp2.12126 |
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