Comparison of Differential Evolution and Nelder–Mead Algorithms for Identification of Line-Start Permanent Magnet Synchronous Motor Parameters
Электронный научный архив УРФУ
Информация об архиве | Просмотр оригинала| Поле | Значение | |
| Заглавие |
Comparison of Differential Evolution and Nelder–Mead Algorithms for Identification of Line-Start Permanent Magnet Synchronous Motor Parameters
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| Автор |
Paramonov, A.
Oshurbekov, S. Kazakbaev, V. Prakht, V. Dmitrievskii, V. Goman, V. |
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| Тематика |
DIFFERENTIAL EVOLUTION ALGORITHM
ELECTRIC MOTORS ENERGY EFFICIENCY CLASS ENERGY SAVING LINE-START PERMANENT MAGNET SYNCHRONOUS MOTOR MOTOR STARTING NELDER–MEAD ALGORITHM |
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| Описание |
Featured Application: The findings of this study can be applied in the design and experimental investigation of line-start permanent magnet motors. Line-start permanent magnet synchronous motors (LSPMSMs) are of great interest to researchers because of their high energy efficiency, due to the growing interest of manufacturers in energy-efficient units. However, LSPMSMs face some difficulties in starting and synchronization processes. The LSPMSM lumped parameter model is applicable to estimating the successfulness of starting and further synchronization. The parameters of such a model can be determined using computer-aided identification algorithms applied to real motor transient processes’ curves. This problem demands significant computational time. A comparison between two algorithms, differential evolution and Nelder–Mead, is presented in this article. The algorithms were used for 0.55 kW, 1500 rpm LSPMSM parameter identification. Moreover, to increase computational speed, it is proposed to stop and restart the algorithms’ procedures, changing their parameters after a certain number of iterations. A significant advantage of the Nelder–Mead algorithm is shown for the solving of the considered problem. © 2023 by the authors.
Ministry of Education and Science of the Russian Federation, Minobrnauka: FEUZ-2023-0013 The work was partially supported by the Ministry of Science and Higher Education of the Russian Federation (through the basic part of the government mandate, Project No. FEUZ-2023-0013). |
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| Дата |
2024-04-05T16:28:19Z
2024-04-05T16:28:19Z 2023 |
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| Тип |
Article
Journal article (info:eu-repo/semantics/article) |info:eu-repo/semantics/publishedVersion |
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| Идентификатор |
Paramonov, A, Oshurbekov, S, Kazakbaev, V, Prakht, V, Dmitrievskii, V & Goman, V 2023, 'Comparison of Differential Evolution and Nelder–Mead Algorithms for Identification of Line-Start Permanent Magnet Synchronous Motor Parameters', Applied Sciences, Том. 13, № 13, 7586. https://doi.org/10.3390/app13137586
Paramonov, A., Oshurbekov, S., Kazakbaev, V., Prakht, V., Dmitrievskii, V., & Goman, V. (2023). Comparison of Differential Evolution and Nelder–Mead Algorithms for Identification of Line-Start Permanent Magnet Synchronous Motor Parameters. Applied Sciences, 13(13), [7586]. https://doi.org/10.3390/app13137586 2076-3417 Final All Open Access, Gold https://www.scopus.com/inward/record.uri?eid=2-s2.0-85164924304&doi=10.3390%2fapp13137586&partnerID=40&md5=7cb1d3b25ac6dc6c540d8a2b8e18b371 https://www.mdpi.com/2076-3417/13/13/7586/pdf?version=1687862496 http://elar.urfu.ru/handle/10995/130644 10.3390/app13137586 85164924304 001028280400001 |
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| Язык |
en
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| Права |
Open access (info:eu-repo/semantics/openAccess)
cc-by https://creativecommons.org/licenses/by/4.0/ |
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| Формат |
application/pdf
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| Издатель |
Multidisciplinary Digital Publishing Institute (MDPI)
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| Источник |
Applied Sciences
Applied Sciences (Switzerland) |
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