Volume 36 Issue 4
Dec.  2022
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YANG Shangming, MA Qihua. Multi-objective optimization of PMSM rotor structure based on stratified optimization strategy[J]. Journal of Shanghai University of Engineering Science, 2022, 36(4): 369-377. doi: 10.12299/jsues.22-0009
Citation: YANG Shangming, MA Qihua. Multi-objective optimization of PMSM rotor structure based on stratified optimization strategy[J]. Journal of Shanghai University of Engineering Science, 2022, 36(4): 369-377. doi: 10.12299/jsues.22-0009

Multi-objective optimization of PMSM rotor structure based on stratified optimization strategy

doi: 10.12299/jsues.22-0009
  • Received Date: 2022-01-12
  • Publish Date: 2022-12-30
  • The permanent magnet synchronous motor (PMSM) has a high requirement on the smoothness of torque output. Due to influences of groove torque, reluctance torque pulsation, electromagnetic torque pulsation and other factors, the output torque pulsation of the interior PMSM is relatively large, which increases electromagnetic noise and output instability. A finite element model was established based on a 20 kW PMSM, and the accuracy of the model was verified. Taking the maximum output torque, the minimum torque pulsation and the minimum slot torque as optimization objectives, the sensitivity analysis of rotor structure parameters was carried out, and the stratified optimization was carried out by combining NSGA−Ⅱ algorithm and single variable parameter method. Compared with single-layer optimization, stratified optimization has a better effect on the target which is susceptible to variables. The acoustic simulation shows that the optimized rotor structure can improve electromagnetic noise significantly.

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  • [1]
    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(S1):53 − 59.
    [2]
    王硕, 康劲松, 钟再敏, 等. 电动汽车用永磁同步电机转矩脉动抑制方法综述[J] . 电源学报,2016,14(5):24 − 32.
    [3]
    刘珅, 高琳. 永磁同步电机的改进模型预测直接转矩控制[J] . 电机与控制学报,2020,24(1):10 − 17.
    [4]
    余洋, 从乐瑶, 田夏, 等. 定子电流矢量定向下PMSM转矩脉动抑制方法[J] . 中国电机工程学报,2019,39(11):3372 − 3382.
    [5]
    MORON C, GARCIA A, TREMPS E, et al. Torque control of switched reluctance motors[J] . IEEE Transactions on Magnetics,2012,48(4):1661 − 1664. doi: 10.1109/TMAG.2011.2173169
    [6]
    MIR S, ELBULUK M E. Torque-ripple minimization in switched reluctance motors using adaptive fuzzy control[J] . Industry Applications IEEE Transactions on,1999,35(2):461 − 468. doi: 10.1109/28.753642
    [7]
    NISHIO T , RYOSUKE Y , MASAHIKO K , et al. A method of torque ripple reduction by using harmonic current injection in PMSM[C]//Proceedings of 2019 IEEE 4th International Future Energy Electronics Conference (IFEEC). Singapore: IEEE, 2019.
    [8]
    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.
    [9]
    王晓远, 张力, 许卫刚. 基于田口算法的内置式永磁同步电机多目标优化设计[J] . 微电机,2016,49(5):1 − 5. doi: 10.3969/j.issn.1001-6848.2016.05.001
    [10]
    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(S2):385 − 393.
    [11]
    曹永娟, 冯亮亮, 毛瑞, 等. 轴向磁场永磁记忆电机多目标分层优化设计[J] . 中国电机工程学报,2021,41(6):1983 − 1992.
    [12]
    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.
    [13]
    KAMAL C, THYAGARAJAN T, SELVAKUMARI M, et al. Cogging torque minimization in brushless DC motor using PSO and GA based optimization[C]//Proceedings of 2017 Trends in Industrial Measurement and Automation (TIMA). Chennai: IEEE, 2017: 1−5.
    [14]
    GONG J, GILLON F, CANH J T, et al. Proposal of a Kriging output space mapping technique for electromagnetic design optimization[J] . IEEE Transactions on Magnetics,2017:1.
    [15]
    CHO D H, JUNG H K. Multiobjective optimal design of interior permanent magnet synchronous motors considering improved core loss formula[J] . Energy Conversion IEEE Transactions on,1999,14(4):1347 − 1352. doi: 10.1109/60.815071
    [16]
    YI W, DAN M I, RALLABANDI V, et al. Large-scale optimization of synchronous reluctance machines using CE-FEA and differential evolution[J] . IEEE Transactions on Industry Applications,2016,52(6):4699 − 4709. doi: 10.1109/TIA.2016.2591498
    [17]
    LI F, HUA W, TONG M H, et al. Nine-phase flux-switching permanent magnet brushless machine for low-speed and high-torque applications[J] . IEEE Transactions on Magnetics,2015,51(3):1 − 4.
    [18]
    GAO J, DAI L T, ZHANG W J. Improved genetic optimization algorithm with subdomain model for multi-objective optimal design of SPMSM[J] . CES Transactions on Electrical Machines and Systems,2018,2(1):160 − 165. doi: 10.23919/TEMS.2018.8326463
    [19]
    张璐璐, 闫业翠, 马其华, 等. 电动汽车轮毂电机磁—热双向耦合研究[J] . 机电工程,2019,36(4):407 − 412. doi: 10.3969/j.issn.1001-4551.2019.04.013
    [20]
    徐磊, 朱孝勇, 张超, 等. 磁极径向组合轴向磁场永磁电机转矩品质分析与优化设计[J] . 中国电机工程学报,2021,41(6):1971 − 1983.
    [21]
    马安琪. 增强型磁场调制直线永磁电机及其多目标优化设计[D]. 镇江: 江苏大学, 2019.
    [22]
    杨国龙, 黄开胜, 赖文海, 等. 小型电动车用外转子永磁同步电动机的设计与分析[J] . 微电机,2015,48(10):11 − 14. doi: 10.3969/j.issn.1001-6848.2015.10.003
    [23]
    陈前, 廖继红, 赵文祥, 等. 低成本辅助凸极式辐向永磁电机的鲁棒性优化设计[J] . 中国科学:技术科学,2021,51(6):659 − 672.
    [24]
    徐龙江, 牟磊, 汤磊, 等. 基于响应面模型与遗传算法的无轭分块电枢轴向磁场永磁电机齿槽转矩优化[J] . 微电机,2020,53(12):22 − 28. doi: 10.3969/j.issn.1001-6848.2020.12.005
    [25]
    李晓华, 黄苏融, 李良梓. 电动汽车用永磁同步电机振动噪声的计算与分析[J] . 电机与控制学报,2013,17(8):37 − 42. doi: 10.3969/j.issn.1007-449X.2013.08.006
    [26]
    钱喆, 唐光华, 王群京, 等. 转子结构优化削弱车用永磁同步电机振动噪音[J] . 电机与控制学报,2021,25(10):122 − 129.
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