Stray Flux-Based Rotation Angle Measurement for Bearing Fault Diagnosis in Variable-Speed BLDC Motors

被引:16
|
作者
Wang, Xiaoxian [1 ,2 ,3 ]
Lu, Siliang [1 ,4 ]
Cao, Wenping [4 ,5 ]
Xia, Min [6 ]
Chen, Kang [4 ,7 ]
Ding, Jianming [1 ]
Zhang, Shiwu [8 ]
机构
[1] Southwest Jiaotong Univ, Tract Power State Key Lab, Chengdu 610031, Peoples R China
[2] Anhui Univ, Coll Elect & Informat Engn, Hefei 230601, Peoples R China
[3] Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, Hefei 230027, Peoples R China
[4] Anhui Univ, Coll Elect Engn & Automat, Hefei 230601, Peoples R China
[5] Aston Univ, Sch Engn & Appl Sci, Birmingham B4 7ET, W Midlands, England
[6] Univ Lancaster, Dept Engn, Lancaster LA1 4YW, England
[7] Anhui Univ, Coll Elect Engn & Automat, Natl Engn Lab Energy Saving Motor & Control Techn, Hefei 230601, Peoples R China
[8] Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, CAS Key Lab Mech Behav & Design Mat, Hefei 230027, Peoples R China
基金
中国国家自然科学基金;
关键词
Permanent magnet motors; Rotation measurement; Traction motors; Fault diagnosis; Vibrations; Rotors; Magnetic sensors; Bearing fault; BLDC motors; fault diagnosis; rotation angle measurement; stray flux; vibration signal analysis; ORDER ANALYSIS; STATOR; ALGORITHM; WINDINGS;
D O I
10.1109/TEC.2021.3079444
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Angle of rotation is a key parameter in motor fault diagnosis under varying speed conditions, and is usually measured by an optical encoder. However, the use of encoders is intrusive and in many scenarios its signal is difficult to access due to technical or commercial reasons. In this study, a novel rotation angle measurement method based on stray flux analysis is proposed and applied to bearing fault diagnosis of brushless direct-current (BLDC) motors. The measurement accuracy of the proposed method is comparable to that from an encoder. The developed method is flexible, noninvasive, and nondestructive. It is easy to implement and eliminates the need for long cables and access of the motor control system. The proposed method can be extended to the diagnosis of motor electrical and drive faults. If implemented with an Internet of Things (IoT) or a hand-held device, it can further improve the reliability of sensorless motor drive systems in industrial automation so as to meet Industry 4.0 requirements.
引用
收藏
页码:3156 / 3166
页数:11
相关论文
共 47 条
  • [1] A New Methodology to Estimate the Rotating Phase of a BLDC Motor With Its Application in Variable-Speed Bearing Fault Diagnosis
    Lu, Siliang
    Wang, Xiaoxian
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 2018, 33 (04) : 3399 - 3410
  • [2] Intelligent Bearing Fault Diagnosis Based on Tacholess Order Tracking for a Variable-Speed AC Electric Machine
    Niu, Jiahao
    Lu, Siliang
    Liu, Yongbin
    Zhao, Jiwen
    Wang, Qunjing
    IEEE SENSORS JOURNAL, 2019, 19 (05) : 1850 - 1861
  • [3] Fault Detection of Servo Motor Bearing Based on Speed Signal Under Variable-Speed Conditions
    Huang, Xu
    Zhang, Jianzhong
    Cheng, Ming
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2024, 73 : 1 - 12
  • [4] Stray Flux-Based Incipient Stage Bearing Fault Detection for Induction Machines via Noise Cancellation Techniques
    Luo, Genyi
    Habetler, Thomas G.
    Hurwitz, Jed
    2020 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2020, : 764 - 768
  • [5] Variable-Speed Bearing Fault Diagnosis Based on BDVMD, FRTSMFrBSIE, and Parameter-Optimized GRU-MHSA
    Ma, Jie
    Wei, Jun
    Li, Qiao
    Xia, Lei
    PROCESSES, 2025, 13 (02)
  • [6] A Stray Magnetic Flux-Based Robust Diagnosis Method for Detection and Location of Interturn Short Circuit Fault in PMSM
    Gurusamy, Vigneshwaran
    Bostanci, Emine
    Li, Chen
    Qi, Yuan
    Akin, Bilal
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 70
  • [7] A feature importance ranking based fault diagnosis method for variable-speed screw chiller
    Lu, Hailong
    Cui, Xiaoyu
    Han, Hua
    Fan, Yuqiang
    Zhang, Yunqian
    SCIENCE AND TECHNOLOGY FOR THE BUILT ENVIRONMENT, 2022, 28 (02) : 137 - 151
  • [8] Bearing fault diagnosis based on improved cepstrum under variable speed condition
    Wang, Jian
    Sun, Yongjian
    Wang, Wei
    ENGINEERING RESEARCH EXPRESS, 2023, 5 (02):
  • [9] Fault Diagnosis of Variable Speed Bearing Based on EMDOS-DCCNN Model
    Zheng, Xiaohu
    Liu, Xi
    Zhu, Chuangchuang
    Wang, Junliang
    Zhang, Jie
    JOURNAL OF VIBRATION ENGINEERING & TECHNOLOGIES, 2024, 12 (05) : 7193 - 7207
  • [10] An image-based feature extraction method for fault diagnosis of variable-speed rotating machinery
    Park, Jungho
    Kim, Yunhan
    Na, Kyumin
    Youn, Byeng D.
    Chen, Yuejian
    Zuo, Ming J.
    Bae, Yong-Chae
    Mottershead, John E.
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2022, 167