Robust Design Optimization of SPMSM based on Manufacturing Uncertainty Analysis of Prototype

This study presents a robust design optimization (RDO) method for surface-mounted permanent magnet synchronous motors (SPMSMs) used in servo applications. Manufacturing uncertainties such as variations in stator and rotor geometry were measured from a prototype and shown to cause additional harmonic components (AHCs) in cogging torque. Sensitivity analysis identified rotor eccentricity and slot opening width as the most influential design variables. A kriging-based surrogate model was constructed, and optimization was performed to minimize the mean and variance of cogging torque while satisfying a voltage constraint. The optimized design was validated through simulation and experiments on four prototypes, showing reductions of 52 % and 59 % in the 16th and 18th harmonic components, respectively. These results confirm the effectiveness of the proposed RDO method in improving torque consistency under actual manufacturing variation.

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Publication Details

Journal
IEEE Transactions on Magnetics
Published
2025-01-01
DOI
https://doi.org/10.1109/tmag.2025.3616812
Primary Topic
Manufacturing Process and Optimization
Type
article
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article

Robust Design Optimization of SPMSM based on Manufacturing Uncertainty Analysis of Prototype

Soo-Gyung Lee, Soo-Hwan Park, Min-Ro Park, Jin-Cheol Park et al.
IEEE Transactions on Magnetics
Manufacturing Process and Optimization
article

Robust Design Optimization of SPMSM based on Manufacturing Uncertainty Analysis of Prototype

Soo-Gyung Lee, Soo-Hwan Park, Min-Ro Park, Jin-Cheol Park, Dong-Hoon Ko
article en

Abstract

This study presents a robust design optimization (RDO) method for surface-mounted permanent magnet synchronous motors (SPMSMs) used in servo applications. Manufacturing uncertainties such as variations in stator and rotor geometry were measured from a prototype and shown to cause additional harmonic components (AHCs) in cogging torque. Sensitivity analysis identified rotor eccentricity and slot opening width as the most influential design variables. A kriging-based surrogate model was constructed, and optimization was performed to minimize the mean and variance of cogging torque while satisfying a voltage constraint. The optimized design was validated through simulation and experiments on four prototypes, showing reductions of 52 % and 59 % in the 16th and 18th harmonic components, respectively. These results confirm the effectiveness of the proposed RDO method in improving torque consistency under actual manufacturing variation.

IEEE Transactions on Magnetics
Pohang Iron and Steel (South Korea) (KR), Dongguk University (KR), Samsung (South Korea) (KR), Soonchunhyang University (KR)
Openalex Percentile: Top 62%
Manufacturing Process and Optimization
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Robust Design Optimization of SPMSM based on Manufacturing Uncertainty Analysis of Prototype — Soo-Gyung Lee, Soo-Hwan Park, et al. · IEEE Transactions on Magnetics (2025) | TGRS Research Map | TGRS