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JOURNAL OF ZHEJIANG UNIVERSITY (ENGINEERING SCIENCE)
    
Optimization study for reducing cogging torque in permanent magnet synchronous motor used for direct-drive oil pumping
XIAO Wen-sheng1, CUI Jun-guo1, LIU Jian1, WU Xiao-dong2, HUANG Hong-sheng2
1. Research Center for New Petroleum and Petrochemical Equipment and Technology, Ministry of Education, China University of Petroleum (East China), Qingdao 266580, China; 2. Wuhan Jianghan Petroleum Machinery Limited Company, Wuhan 430040, China
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Abstract  

An optimization procedure for reducing the cogging torque of permanent magnet synchronous motor (PMSM) was presented. There are many geometric parameters which have different influences on cogging torque during the design process of PMSM. For saving design time and cost, Plackett-Burman design was employed for the screening activity to find the most significant parameters. The response surface methodology (RSM) was used to build a second-order analytical model between significant parameters and cogging torque and determine the effectiveness of the fitting model. The finite element method (FEM) was used for numerical experiments in order to determine the coefficients of the fitting model. The genetic algorithm (GA) was used to search the optimum solution. The numerical results based on optimization demonstrate that compared with the initial value the cogging torque significantly decreased, which means that the stability of the PMSM will be greatly improved and the noise will be reduced during the working process. The effectiveness of the design procedure was proved by the prototype test.



Published: 06 June 2018
CLC:  TM 351  
Cite this article:

XIAO Wen-sheng, CUI Jun-guo, LIU Jian, WU Xiao-dong, HUANG Hong-sheng. Optimization study for reducing cogging torque in permanent magnet synchronous motor used for direct-drive oil pumping. JOURNAL OF ZHEJIANG UNIVERSITY (ENGINEERING SCIENCE), 2015, 49(1): 173-180.

URL:

http://www.zjujournals.com/eng/10.3785/j.issn.1008-973X.2015.01.025     OR     http://www.zjujournals.com/eng/Y2015/V49/I1/173


直驱采油用永磁同步电机削弱齿槽转矩优化

 提出削弱永磁同步电机齿槽转矩的优化设计方法.在永磁电机设计过程中影响齿槽转矩的参数有多个,但每个参数对齿槽转矩的影响程度不同,为了节约设计时间与成本,采用Plackett-Burman设计从多个设计参数中筛选出影响齿槽转矩的显著因子.应用响应面法(RSM)建立显著因子与齿槽转矩的二阶响应模型并判定拟合模型的有效性,采用有限元法(FEM)分析实验安排以确定回归系数.采用遗传算法(GA)寻优,找到使齿槽转矩最小的最佳解.根据优化结果进行有限元分析可知,与初始值相比,齿槽转矩显著降低,这在很大程度上提高了电机运行的稳定性,降低了运行过程中产生的噪声.通过样机试验证明了该优化设计方法的有效性.

[1] IGOR A, ARTHUR S. Application of permanent-magnet motors in oil production [J]. Journal of Petroleum Technology, 2009, 61(7): 56-57.
[2] 崔俊国,肖文生,董维彬,等. 电动机直驱抽油机的研制及试验[J]. 石油机械,2012,40(10):81-87.
CUI Jun-guo, XIAO Wen-sheng, DONG Wei-bin, et al. Development and test of electric motor direct drive pumping unit [J]. China Petroleum Machinery, 2012, 40(10): 81-87.
[3] PAVLENKO V. Permanent magnet synchronous motor (PMSM): new type of drives for submersible oil pumps [C]∥SPE Russian Oil and Gas Technical Conference and Exhibition. Moscow: SPE, 2008: 1110-1117.
[4] 冀溥,王秀和,王道涵,等. 转子静态偏心的表面式永磁电机齿槽转矩研究[J]. 中国电机工程学报, 2004, 24(9): 188-191.
JI Pu, WANG Xiu-he, WANG Dao-han,et al. Study of cogging torque in surface-mounted permanent magnet motors with static eccentricity [J]. Proceedings of the CSEE, 2004, 24(9): 188-191.
[5] 杨玉波,王秀和,丁婷婷,等. 极弧系数组合优化的永磁电机齿槽转矩削弱方法[J]. 中国电机工程学报, 2007, 27(6): 7-11.
YANG Yu-bo, WANG Xiu-he, DING Ting-ting,et al. Analysis of the optimization of the pole arc combination to reduce the cogging torque in PM motors [J]. Proceedings of the CSEE, 2007, 27(6): 7-11.
[6] HUANG Shou-dao,LIU Jian,GAO Jian,et al. Optimal design of the rotor structure for interior permanent magnet synchronous motor [C]∥3rd IEEE International Conference on Power Engineering, Energy and Electrical Drives. Torremolinos: IEEE, 2011: 6036493.
[7] CHEN Ning-ning, HO S L, FU W N. Optimization of permanent magnet surface shapes of electric motors for minimization of cogging torque using FEM [J]. IEEE Transactions on Magnetics, 2010, 46(6): 2478-2481.
[8] KIM Sung-Il, LEE Ji-young, KIM Young-kyoun, et al. Optimization for reduction of torque ripple in interior permanent magnet motor by using the taguchi method [J]. IEEE Transactions on Magnetics, 2005, 41(5): 1796-1799.
[9] 兰志勇,杨向宇,王芳媛,等. Taguchi方法在内嵌式正弦波永磁同步电机优化设计中的应用[J]. 电工技术学报, 2011, 26(12): 37-42.
LAN Zhi-yong, YANG Xiang-yu, WANG Fang-yuan, et al. Application for optimal designing of sinusoidal interior permanent magnet synchronous motors by using the Taguchi method [J]. Transactions of China Electrotechnical Society, 2011, 26(12): 37-42.
[10] HWANG C C,CHENG S P,LI P L.Design optimization for cogging torque minimization and efficiency maximization of an SPM motor [C]∥IEEE International Electric Machines and Drives Conference. Antalya: IEEE, 2007: 642-645.
[11] HWANG C C, LYU L Y, LIU C T, et al. Optimal design of an spm motor using genetic algorithms and Taguchi method [J]. IEEE Transactions on Magnetics, 2008, 44(11): 4325-4328.
[12] KIM Won-ho,KIM Ki-chan,KIM Seung-joo, et al. A study on the optimal rotor design of LSPM considering the starting torque and effciency [J]. IEEE Transactions on Magnetics, 2009, 45(3): 1808-1811.
[13] HOT K,BODLOVIC P. Multi-objective optimization of permanent magnet motor using Taguchi method [C]∥ISEF 2003-11th International Symposium on Electromagnetic Fields in Electrical Engineering. Maribor, Slovenia: Springer, 2003: 53-58.
[14] ISLAM M S,ISLAM R,SEBASTIAN T,et al.Cogging torque minimization in PM motors using robust design approach [J]. IEEE Transactions on Industry Applications, 2011, 47(4): 1661-1669.
[15] 郭宏,钱浩. 永磁同步电机低转矩脉动的稳健设计[J]. 中国电机工程学报, 2012, 32(24): 88-95.
GUO Hong, QIAN Hao. Robust design for reducing torque ripple in permanent magnet synchronous motor [J]. Proceedings of the CSEE, 2012, 32(24): 88-95.
[16] KIM K C, KOO D H, LEE J. The study on the overhang coefficient for permanent magnet machine by experimental design method [J]. IEEE Transactions on Magnetics, 2007, 43(6): 2483-2485.
[17] COSTA M C, NABETA S I, DIETRICH A B, et al. Optimization of a switched reluctance motor using experimental design method and diffuse elements response surface [J]. IEE Proceedings: Science, Measurement and Technology, 2004, 151(6): 411-413.
[18] COSTA M C, COULOMB J L, MARCHAL Y, et al. An adaptive method applied to the diffuse element approximation in optimization process [J]. IEEE Transactions on Magnetics, 2001, 37(5): 3418-3422.
[19] GIURGEA S, FODOREAN D, CIRRINCIONE G, et al. Multi-model optimization based on the response surface of the reduced FEM simulation model with application to a PMSM [J]. IEEE Transactions on Magnetics, 2008, 44(9): 2153-2157.
[20] FUJISHIMA Y, WAKAO S, YAMASHITA A, et al. Design optimization of a permanent magnet synchronous motor by the response surface methodology [J]. Journal of Applied Physics, 2002, 91(10): 8305-8307.
[21] 闵亚能. 实验设计(DOE)应用指南[M]. 北京:机械工业出版社,2011:273-376.
[22] JABBAR M A, LIU Q H, JOLLY L. Application of response surface methodology (RSM) in design optimization of permanent magnet synchronous motors [C]∥IEEE TENCON 2004 - 2004 IEEE Region 10 Conference: Analog and Digital Techniques in Electrical Engineering. Chiang Mai, Thailand: IEEE, 2004.
[23] 雷英杰,张善文,李续武,等. MATLAB遗传算法工具箱及应用[M]. 西安:西安电子科技大学出版社,2005:146-207.
[24] HASANIEN H M, ABD-RABOU A S, SAKR S M. Design optimization of transverse flux linear motor for weight reduction and performance improvement using response surface methodology and genetic algorithms [J]. IEEE Transactions on Energy Conversion, 2010, 25(3): 598-605.

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