基于结构参数分级优化的电机电磁噪声抑制

doi:10.19595/j.cnki.1000-6753.tces.200380

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Abstract The key issue of suppressing electromagnetic noise of vehicle drive motor by optimizing the structural parameters is how to optimize the various structural parameters in an orderly, efficient and effective manner without sacrificing the motor performance. In this regard, the models of radial electromagnetic force and electromagnetic torque that affect electromagnetic noise and output performance were set as the optimization targets. Sensitivity analysis, screening and classification of structural parameters were carried out based on the key coefficients fitted by polynomial regression. The multi-objective genetic algorithm, response surface method and downhill simplex method were integrated for the hierarchical optimization of structural parameter, and the globality of the optimization results was verified. Under the same optimization environment, the optimization effect, efficiency and method adaptability are improved compared with the single-level optimization. Structural acoustic simulation shows that the electromagnetic noise intensity is suppressed and the sound quality is improved after the hierarchical optimization.

Key words： Permanent magnet synchronous motor (PMSM) electromagnetic noise sensitivity analysis hierarchical optimization multi-objective optimization

Received: 17 April 2020

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TM351

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	Luo Yutao
	Lu Ruohao

Cite this article:

Luo Yutao,Lu Ruohao. Hierarchical Optimization of Structural Parameters for Motor Electromagnetic Noise Suppression[J]. Transactions of China Electrotechnical Society, 2021, 36(14): 2957-2970.

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https://dgjsxb.ces-transaction.com/EN/10.19595/j.cnki.1000-6753.tces.200380 OR https://dgjsxb.ces-transaction.com/EN/Y2021/V36/I14/2957

[1] 康强, 顾鹏云, 李洁, 等. 电动汽车电驱动高频啸叫噪声评价方法研究[J]. 汽车工程, 2019, 41(6): 682-687.
Kang Qiang, Gu Pengyun, Li Jie, et al.A research on the evaluation method of high-frequency whining noise in electric drivetrain[J]. Automotive Engin- eering, 2019, 41(6): 682-687.
[2] 郑江, 代颖, 石坚. 车用永磁同步电机的电磁噪声特性[J]. 电工技术学报, 2016, 31(增刊1): 53-59.
Zheng Jiang, Dai Ying, Shi Jian.Electromagnetic noise characteristics of permanent magnet syn- chronous motor applied in electric vehicle[J]. Transactions of China Electrotechnical Society, 2016, 31(S1): 53-59.
[3] Ying Hongliang, Huang Surong, Dong Xu.An high-speed low-noise rotor topology for EV/HEV PMSM[J]. CES Transactions on Electrical Machines & Systems, 2018, 1(4): 354-359.
[4] 于慎波, 钟双双, 赵海宁, 等. 降低永磁同步电动机噪声的方法[J]. 电机与控制学报, 2018, 22(7): 19-26.
Yu Shenbo, Zhong Shuangshuang, Zhao Haining, et al.Methods of reducing noise of permanent magnet synchronous motor[J]. Electric Machines and Control, 2018, 22(7): 19-26.
[5] 方源, 章桐, 于蓬, 等. 切向电磁力对电动车动力总成振动噪声的影响分析[J]. 电机与控制学报, 2016, 20(5): 90-95.
Fang Yuan, Zhang Tong, Yu Peng, et al.Effect of tangential electromagnetic force on vibration and noise of electric powertrain[J]. Electric Machines and Control, 2016, 20(5): 90-95.
[6] Torregrossa D, Peyraut F, Cirrincione M, et al.A new passive methodology for reducing the noise in electrical machines: impact of some parameters on the modal analysis[J]. IEEE Transactions on Industry Applications, 2010, 46(5): 1899-1907.
[7] 李岩, 李双鹏, 周吉威, 等. 基于定子齿削角的近极槽永磁同步电机振动噪声削弱方法[J]. 电工技术学报, 2015, 30(6): 45-52.
Li Yan, Li Shuangpeng, Zhou Jiwei, et al.Weakening approach of the vibration and noise based on the stator tooth chamfering in PMSM with similar number of poles and slots[J]. Transactions of China Electrotechnical Society, 2015, 30(6): 45-52.
[8] Ishikawa T, Yamada M, Kurita N.Design of magnet arrangement in interior permanent magnet syn- chronous motor by response surface methodology in consideration of torque and vibration[J]. IEEE Transactions on Magnetics, 2011, 47(5): 1290-1293.
[9] 胡胜龙, 左曙光, 刘明田. 开关磁阻电机非线性径向电磁力解析建模[J]. 电工技术学报, 2020, 35(6): 1189-1197.
Hu Shenglong, Zuo Shuguang, Liu Mingtian.Analy- tical modeling of nonlinear radial electromagnetic force in switched reluctance motors[J]. Transactions of China Electrotechnical Society, 2020, 35(6): 1189-1197.
[10] 张立军, 徐杰, 孟德建. 切向电磁力对永磁同步轮毂电机电磁振动的影响[J]. 同济大学学报(自然科学版), 2019, 47(增刊1): 126-132.
Zhang Lijun, Xu Jie, Meng Dejian.Effect of tangential electromagnetic force on electromagnetic vibration of permanent magnet synchronous in-wheel motor[J]. Journal of TongJi University (Natural Science), 2019, 47(S1): 126-132.
[11] 左曙光, 郑玉平, 胡胜龙, 等. 考虑饱和的开关磁阻电机径向电磁力解析建模[J]. 同济大学学报(自然科学版), 2018, 46(12): 1736-1744.
Zuo Shuguang, Zheng Yuping, Hu Shenglong, et al.Analytical modeling of radial electromagnetic force for switched reluctance motor considering saturation effect[J]. Journal of Tongji University (Natural Science), 2018, 46(12): 1736-1744.
[12] 徐奇伟, 孙静, 杨云, 等. 用于混合动力车的复合结构永磁电机电磁优化设计[J]. 电工技术学报, 2020, 35(增刊1): 126-135.
Xu Qiwei, Sun Jing, Yang Yun, et al.Electro- magnetic optimization design of compound- structure permanent-magnet motor for hybrid electric vehicle[J]. Transactions of China Electrotechnical Society, 2020, 35(S1): 126-135.
[13] 王凯, 孙海阳, 张露锋, 等. 永磁同步电机转子磁极优化技术综述[J]. 中国电机工程学报, 2017, 37(24): 7304-7317.
Wang Kai, Sun Haiyang, Zhang Lufeng, et al.An overview of rotor pole optimization techniques for permanent magnet synchronous machines[J]. Pro- ceedings of the CSEE, 2017, 37(24): 7304-7317.
[14] 王晓远, 贺晓钰, 高鹏. 电动汽车用V型磁钢转子永磁电机的电磁振动噪声削弱方法研究[J]. 中国电机工程学报, 2019, 39(16): 4919-4926.
Wang Xiaoyuan, He Xiaoyu, Gao Peng.Research on electromagnetic vibration and noise reduction method of V type magnet rotor permanent magnet motor electric vehicles[J]. Proceedings of the CSEE, 2019, 39(16): 4919-4926.
[15] 鲍晓华, 吴长江, 胡云鹏, 等. 一种优化表插式永磁电机性能的方法[J]. 电工技术学报, 2018, 33(2): 238-244.
Bao Xiaohua, Wu Changjiang, Hu Yunpeng, et al.A method for optimizing performance of inset per- manent magnet motor[J]. Transactions of China Electrotechnical Society, 2018, 33(2): 238-244.
[16] 左曙光, 马琮淦, 何融, 等. 车用永磁同步电机径向力波灵敏度分析和优化[J]. 振动、测试与诊断, 2013, 33(3): 357-363.
Zuo Shuguang, Ma Conggan, He Rong, et al.Sensitivity analysis and optimization of radial force wave of PMSM for vehicle using[J]. Journal of Vibration, Measurement& Diagnosis, 2013, 33(3): 357-363.
[17] Zuo Shuguang, Lin Fu, Wu Xudong.Noise analysis, calculation, and reduction of external rotor permanent- magnet synchronous motor[J]. IEEE Transactions on Industrial Electronics, 2015, 62(10): 6204-6212.
[18] 陈益广, 韩柏然, 沈勇环, 等. 永磁同步推进电机电磁振动分析[J]. 电工技术学报, 2017, 32(23): 16-22.
Chen Yiguang, Han Boran, Shen Yonghuan, et al.Electromagnetic vibration analysis of permanent magnet synchronous propulsion motor[J]. Transa- ctions of China Electrotechnical Society, 2017, 32(23): 16-22.
[19] Islam R, Husain I.Analytical model for predicting noise and vibration in permanent-magnet synchronous motors[J]. IEEE Transactions on Industry Appli- cations, 2011, 46(6): 2346-2354.
[20] Chi Yuan, Xu Yan, Zhang Rui.Many-objective robust optimization for dynamic var planning to enhance voltage stability of a wind-energy power system[J]. IEEE Transactions on Power Delivery, 2021, 36(1): 30-42.
[21] Chai Wenping, Zhao Wenliang, Kwon Byung-il.Optimal design of wound field synchronous relu- ctance machines to improve torque by increasing the saliency ratio[J]. IEEE Transactions on Magnetics, 2017, 53(11): 1-4.
[22] Bdour T, Reineix A.Global sensitivity analysis and uncertainty quantification of radiated susceptibility in PCB using nonintrusive polynomial chaos expan- sions[J]. IEEE Transactions on Electromagnetic Compatibility, 2016, 58(3): 939-942.
[23] Andrea-Saltelli-Marco-Ratto A. Global sensitivity analysis. the primer[M]. West Sussex: John Wiley & Sons, 2008.
[24] 刘杰, 刘光昭, 许灿, 等. 一种基于最优多项式模型的车身耐撞性敏感性分析法[J]. 汽车工程, 2016, 38(6): 680-685.
Liu Jie, Liu Guangzhao, Xu Can, et al.A novel sensitivity analysis method for vehicle body crash- worthiness based on optimal polynomial models[J]. Automotive Engineering, 2016, 38(6): 680-685.
[25] Shi Jingcheng, Qian Chao, Yu Yang.Evolutionary multi-objective optimization made faster by sequential decomposition[C]//IEEE Congress on Evolutionary Computation, San Sebastian, 2017: 2488-2493.
[26] 李祥林, 李金阳, 杨光勇, 等. 电励磁双定子场调制电机的多目标优化设计分析[J]. 电工技术学报, 2020, 35(5): 972-982.
Li Xianglin, Li Jinyang, Yang Guangyong, et al.Multi-objective optimization analysis of electric- excitation double-stator field-modulated machine[J]. Transactions of China Electrotechnical Society, 2020, 35(5): 972-982.
[27] Lei Gang, Wang Tianshi, Zhu Jianguo, et al.System- level design optimization method for electrical drive systems-robust approach[J]. IEEE Transactions on Industrial Electronics, 2015, 62(8): 4702-4713.
[28] Zhang Bangfu, Cheng Ming, Cao Ruiwu, et al.Analysis of linear flux-switching permanent magnet motor using response surface methodology[J]. IEEE Transactions on Magnetics, 2014, 50(11): 1-4.
[29] Wang He, Zhao Haoran, Lin Chenghao, et al.An optimization method for frame structure of unmanned helicopter based on empirical optimization and downhill simplex method[C]//IEEE 2019 Chinese Control and Decision Conference, Nanchang, 2019: 720-725.
[30] 刘国海, 王艳阳, 陈前. 非对称V型内置式永磁同步电机的多目标优化设计[J]. 电工技术学报, 2018, 33(增刊2): 385-393.
Liu Guohai, Wang Yanyang, Chen Qian.Multi- objective optimization of an asymmetric V-shaped interior permanent magnet synchronous motor[J]. Transactions of China Electrotechnical Society, 2018, 33(S2): 385-393.