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Article

Reliability-Based Robust Design Optimization for Maximizing the Output Torque of Brushless Direct Current (BLDC) Motors Considering Manufacturing Uncertainty

1
Graduate School of Mechanical Design & Production Engineering, Konkuk University, 120 Neungdong-ro, Gwangjin-gu, Seoul 05029, Korea
2
Intelligent Mechatronics Research Center, Korea Electronics Technology Institute, Seongnam-si 13509, Gyeonggi-do, Korea
3
School of Mechanical Engineering, Konkuk University, 120 Neungdong-ro, Gwangjin-gu, Seoul 05029, Korea
*
Author to whom correspondence should be addressed.
Machines 2022, 10(9), 797; https://doi.org/10.3390/machines10090797
Submission received: 18 August 2022 / Revised: 5 September 2022 / Accepted: 9 September 2022 / Published: 10 September 2022

Abstract

In recent years, the deterministic design optimization method has been widely used to improve the output performance of brushless direct current (BLDC) motors. However, it does not contribute to reducing the failure rate and performance variation of products because it cannot determine the manufacturing uncertainty. In this study, we proposed reliability-based robust design optimization to improve the output torque of a BLDC motor while reducing the failure rate and performance variation. We calculated the output torque and vibration response of the BLDC motor using the electromagnetic–structural coupled analysis. We selected the tooth thickness, slot opening width, slot radius, slot depth, tooth width, magnet thickness, and magnet length as the design variables related to the shape of the stator and rotor that affect the output torque. We considered the distribution of design variables with manufacturing tolerances. We performed a reliability analysis of the BLDC motor considering the distribution of design variables with manufacturing tolerances. Using the reliability analysis results, we performed reliability-based robust design optimization (RBRDO) to maximize the output torque; consequently, the output torque increased by 8.8% compared to the initial BLDC motor, the standard deviation in output performance decreased by 46.9% with improved robustness, and the failure rate decreased by 99.2% with enhanced reliability. The proposed reliability-based robust design optimization is considered to be useful in the actual product design field because it can evaluate both the reliability and robustness of the product and improve its performance in the design stage.
Keywords: brushless direct current motor; manufacturing uncertainty; reliability-based robust design optimization; output torque; torque ripple; vibration analysis brushless direct current motor; manufacturing uncertainty; reliability-based robust design optimization; output torque; torque ripple; vibration analysis

Share and Cite

MDPI and ACS Style

Jeon, K.; Yoo, D.; Park, J.; Lee, K.-D.; Lee, J.-J.; Kim, C.-W. Reliability-Based Robust Design Optimization for Maximizing the Output Torque of Brushless Direct Current (BLDC) Motors Considering Manufacturing Uncertainty. Machines 2022, 10, 797. https://doi.org/10.3390/machines10090797

AMA Style

Jeon K, Yoo D, Park J, Lee K-D, Lee J-J, Kim C-W. Reliability-Based Robust Design Optimization for Maximizing the Output Torque of Brushless Direct Current (BLDC) Motors Considering Manufacturing Uncertainty. Machines. 2022; 10(9):797. https://doi.org/10.3390/machines10090797

Chicago/Turabian Style

Jeon, Kyunghun, Donghyeon Yoo, Jongjin Park, Ki-Deok Lee, Jeong-Jong Lee, and Chang-Wan Kim. 2022. "Reliability-Based Robust Design Optimization for Maximizing the Output Torque of Brushless Direct Current (BLDC) Motors Considering Manufacturing Uncertainty" Machines 10, no. 9: 797. https://doi.org/10.3390/machines10090797

APA Style

Jeon, K., Yoo, D., Park, J., Lee, K.-D., Lee, J.-J., & Kim, C.-W. (2022). Reliability-Based Robust Design Optimization for Maximizing the Output Torque of Brushless Direct Current (BLDC) Motors Considering Manufacturing Uncertainty. Machines, 10(9), 797. https://doi.org/10.3390/machines10090797

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