A New Approach for Broken Rotor Bar Detection in Induction Motors Using Frequency Extraction in Stray Flux Signals

被引:66
|
作者
Panagiotou, Panagiotis A. [1 ,2 ]
Arvanitakis, Ioannis [1 ,2 ]
Lophitis, Neophytos [1 ,2 ]
Antonino-Daviu, Jose A. [3 ]
Gyftakis, Konstantinos N. [4 ,5 ]
机构
[1] Coventry Univ, Sch Comp Elect & Math, Coventry CV1 5FB, W Midlands, England
[2] Coventry Univ, Inst Future Transport & Cities, Coventry CV1 5FB, W Midlands, England
[3] Univ Politecn Valencia, Inst Tecnol Energia, E-46022 Valencia, Spain
[4] Univ Edinburgh, Sch Engn, Edinburgh EH8 9YL, Midlothian, Scotland
[5] Univ Edinburgh, Res Inst Energy Syst, Edinburgh EH8 9YL, Midlothian, Scotland
关键词
Broken bars; frequency extraction; induction motor; spectral content; stray flux; time-frequency (T-F); TRANSIENT ANALYSIS; FAULT-DETECTION; CAGE ROTOR; MACHINE; DIAGNOSIS; SIGNATURE; FAILURES;
D O I
10.1109/TIA.2019.2905803
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper offers a reliable solution to the detection of broken rotor bars in induction machines with a novel methodology, which is based on the fact that the fault-related harmonics will have oscillating amplitudes due to the speed ripple effect. The method consists of two main steps: Initially, a time-frequency transformation is used and the focus is given on the steady-state regime; thereupon, the fault-related frequencies are handled as periodical signals over time and the classical fast Fourier transform is used for the evaluation of their own spectral content. This leads to the discrimination of subcomponents related to the fault and to the evaluation of their amplitudes. The versatility of the proposed method relies on the fact that it reveals the aforementioned signatures to detect the fault, regardless of the spatial location of the broken rotor bars. Extensive finite element simulations on a 1.1 MW induction motor and experimental testing on a 1.1 kW induction motor lead to the conclusion that the method can be generalized on any type of induction motor independently from the size, power, number of poles, and rotor slot numbers.
引用
收藏
页码:3501 / 3511
页数:11
相关论文
共 50 条
  • [31] Broken Rotor Bar detection using High Frequency Loss Calculation of Induction Motor
    Kathir, I.
    Balakrishnan, S.
    Manikandan, B. V.
    ADVANCEMENTS IN AUTOMATION AND CONTROL TECHNOLOGIES, 2014, 573 : 728 - +
  • [32] Higher-Order Spectral Analysis of Stray Flux Signals for Faults Detection in Induction Motors
    Iglesias Martinez, Miguel E.
    Antonino-Daviu, Jose A.
    Fernandez de Cordoba, Pedro
    Conejero, J. Alberto
    APPLIED MATHEMATICS AND NONLINEAR SCIENCES, 2020, 5 (02) : 1 - 14
  • [33] Broken Rotor Bar Fault Diagnosis in Induction Motors Using a Goertzel Algorithm
    Spyropoulos, D., V
    Mitronikas, E. D.
    Dermatas, E. S.
    2018 XIII INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES (ICEM), 2018, : 1782 - 1788
  • [34] ENHANCED DIAGNOSIS AND MONITORING OF BROKEN ROTOR BAR FAULTS IN INDUCTION MOTORS USING A COMBINED CEEMDAN-MLP APPROACH
    Cherif, Bilal Djamal Eddine
    Rahali, Hilal
    Seninete, Sara
    METROLOGY AND MEASUREMENT SYSTEMS, 2024, 31 (04) : 673 - 690
  • [35] Detection of broken rotor bar faults in induction motor at low load using neural network
    Bessam, B.
    Menacer, A.
    Boumehraz, M.
    Cherif, H.
    ISA TRANSACTIONS, 2016, 64 : 241 - 246
  • [36] The Performance Evaluation of Machine Learning based Techniques via Stator Current and Stray Flux for Broken Bar Fault in Induction Motors
    Younas, M. B.
    Ullah, N.
    Goktas, Taner
    Arkan, Muslum
    Gurusamy, V.
    2021 IEEE 13TH INTERNATIONAL SYMPOSIUM ON DIAGNOSTICS FOR ELECTRICAL MACHINES, POWER ELECTRONICS AND DRIVES (SDEMPED), 2021, : 180 - 185
  • [37] Broken Rotor Bar Detection in Variable Frequency Induction Motor Drives using Wavelet Energy Based Method
    Seshadrinath, Jeevanand
    Singh, Bhim
    Panigrahi, B. K.
    IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, DRIVES AND ENERGY SYSTEMS (PEDES 2012), 2012,
  • [38] MUSIC-based Diagnosis Algorithm for Identifying Broken Rotor Bar Faults in Induction Motors Using Flux Signal
    Youn, Young-Woo
    Yi, Sang-Hwa
    Hwang, Don-Ha
    Sun, Jong-Ho
    Kang, Dong-Sik
    Kim, Yong-Hwa
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2013, 8 (02) : 288 - 294
  • [39] Assessment of the rotor condition in soft-started induction motors through the Hilbert transform of transient stray flux signals
    Biot-Monterde, Vicente
    Navarro-Navarro, Angela
    Zamudio-Ramirez, Israel
    Antonino-Daviu, Jose A.
    Osornio-Rios, Roque A.
    2022 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2022,
  • [40] A New Approach for Flux and Rotor Resistance Estimation of Induction Motors
    Bazylev, Dmitry N.
    Doria-Cerezo, Arnau
    Pyrkin, Anton A.
    Bobtsov, Alexey A.
    Ortega, Romeo
    IFAC PAPERSONLINE, 2017, 50 (01): : 1885 - 1890