Wavelet-packet-transform-based identification of motor systems

被引:0
|
作者
Huang, Zhengfeng [1 ]
Gong, Beili [1 ,2 ]
机构
[1] Guangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
[2] Hechi Univ, Key Lab AI & Informat Proc, Hechi 546300, Peoples R China
基金
中国国家自然科学基金;
关键词
Linear system identification; Cogging torque disturbances; Wavelet packet transform; Brushless DC motor; COGGING TORQUE; ROBUST-CONTROL; COMPENSATION; FEEDFORWARD;
D O I
10.1016/j.mechatronics.2024.103264
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Accurate system modeling is the key to high-performance motor control. However, there usually exist nonlinear position-dependent cogging torque disturbances in motor systems, which makes classical linear system identification algorithms unavailable to such systems. Therefore, in this paper, a wavelet-packet-transform (WPT)-based preprocessing method is proposed to extract and attenuate the cogging torque disturbances of the identification data, so as to obtain an accurate linear model of the motor system by applying a classical identification algorithm without compensating the cogging torque in advance. Both the simulation and experiments show that the proposed method is a simple and efficient way to obtain a linear model for a motor with cogging torque disturbances.
引用
收藏
页数:8
相关论文
共 50 条
  • [42] Recursive Undecimated Wavelet Packet Transform and DAG SVM for Induction Motor Diagnosis
    Keskes, Hassen
    Braham, Ahmed
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2015, 11 (05) : 1059 - 1066
  • [43] Identification of distributed parameter systems based on wavelet transform of differential operators
    National Key Laboratory of Transient Physics, NUST, Nanjing 210094, China
    不详
    Nanjing Li Gong Daxue Xuebao, 2007, 4 (449-452):
  • [44] Algorithm for spectrum hole identification in cognitive radio network based on discrete wavelet packet transform enhanced with Hilbert transform
    Dibal, P. Y.
    Onwuka, E. N.
    Agajo, J.
    Alenoghena, C. O.
    COMPUTER COMMUNICATIONS, 2018, 125 : 1 - 12
  • [45] ECG Identification Based on Wavelet Transform
    Wang Wei-Quan
    Lu Pan
    Lin Jia-Lun
    Zhang Jin
    PROCEEDINGS OF THE 2016 JOINT INTERNATIONAL INFORMATION TECHNOLOGY, MECHANICAL AND ELECTRONIC ENGINEERING, 2016, 59 : 497 - 501
  • [46] Representation and identification of systems in the wavelet transform domain
    Avargel, Yekutiel
    Cohen, Israel
    PROCEEDINGS OF THE 16TH IASTED INTERNATIONAL CONFERENCE ON APPLIED SIMULATION AND MODELLING, 2007, : 463 - 468
  • [47] Calculation of Currents Resonance at Higher Harmonics in Power Supply Systems Based on Wavelet Packet Transform
    Osipov, Dmitry S.
    Kovalenko, Dmitry V.
    Dolgikh, Nadezda N.
    2017 XI INTERNATIONAL IEEE SCIENTIFIC AND TECHNICAL CONFERENCE DYNAMICS OF SYSTEMS, MECHANISMS AND MACHINES (DYNAMICS), 2017,
  • [48] Adaptive interference excision in digital spread spectrum communication systems based on wavelet packet transform
    Jiang, Yu
    Gao, Hong-You
    Yu, Shao-Peng
    PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 3278 - 3282
  • [49] FEATURE EXTRACTION OF VIBRATION SIGNALS BASED ON WAVELET PACKET TRANSFORM
    Shao Junpeng Jia HuijuanDepartment of Mechanical Engineering
    Chinese Journal of Mechanical Engineering, 2004, (01) : 25 - 27
  • [50] Fan Fault Feature Extraction Based on Wavelet Packet Transform
    Li Xin
    Guo Panfeng
    MECHANICAL COMPONENTS AND CONTROL ENGINEERING III, 2014, 668-669 : 999 - 1002